From de8335f4e21bcc9ce1dac2d3e4d1644909e41396 Mon Sep 17 00:00:00 2001
From: James Ravenscroft <ravenscroftj@gmail.com>
Date: Mon, 28 Oct 2024 20:59:46 +0000
Subject: [PATCH] update thumbnails

---
 .../2020-12-29-mlflow-nlp-models/index.md     |  1 +
 .../index.md                                  |  1 +
 .../index.md                                  |  1 +
 .../2021/04/2021-04-13-virtualenvs/index.md   |  1 +
 .../2021/12/2021-12-31-retrospective/index.md |  1 +
 .../2022/01/03-01-new-year-goals/index.md     |  1 +
 .../01/08-01-replace-nginx-caddy/index.md     |  1 +
 .../2022/01/08-01-wakapi-tracking/index.md    |  1 +
 .../2022/01/15-01-christmas-shock/index.md    |  1 +
 .../posts/2022/01/22-01-analytics/index.md    |  1 +
 .../index.md                                  |  1 +
 .../01/debugging-bridgy-for-brainsteam.md     |  1 +
 .../2022/02/digital-minimalism-review.md      |  1 +
 .../running-a-house-knowledge-management.md   |  1 +
 .../index.md                                  |  1 +
 .../03/20-03-2022-weeknote-week11/index.md    |  1 +
 .../03/27-03-2022-weeknote-week12/index.md    |  1 +
 .../posts/2022/04/digital-gardening/index.md  |  1 +
 .../content/posts/2022/04/weeknote-13.md      |  1 +
 .../2022/05/15-05-where-have-you-gone.md      |  1 +
 ...ists-safely-isn-t-good-enough1657095794.md |  1 +
 .../2022/07/16/warwick-imap-2022/index.md     |  1 +
 .../posts/2022/09/25/phinished/index.md       |  1 +
 .../posts/2022/11/06/weeknote-44/index.md     |  1 +
 .../11/26/a-week-with-hypothesis/index.md     |  1 +
 .../12/04/joplin-hypothesis-intro/index.md    |  1 +
 ...e-nuanced-thoughts-on-chatgpt1670321708.md |  1 +
 .../12/08/joplin-hypothesis-0.0.2/index.md    |  1 +
 .../2022/12/11/joplin-hypothesis-0-1-0.md     |  1 +
 .../index.md                                  |  1 +
 .../content/posts/2022/12/29/anxiety/index.md |  1 +
 .../posts/2023/01/02/caddy-firefly/index.md   |  1 +
 .../posts/2023/01/08/sticking-with-todoist.md |  1 +
 .../posts/2023/01/15/weeknote-2023-week2.md   |  1 +
 .../2023/01/22/hypothesis-vscode-plugin.md    |  1 +
 .../content/posts/2023/01/28/week-4/index.md  |  1 +
 ...-do-it-where-did-my-energy-go1675798914.md |  1 +
 .../2023/02/async-promise-constructors.md     | 17 ++++-----
 .../posts/2023/02/git-sync-foam/index.md      |  1 +
 .../2023/02/science-blurry-jpeg/index.md      |  1 +
 .../content/posts/2023/02/week7/week-7.md     |  1 +
 .../2023/03/11/haunted-by-my-headphones.md    |  1 +
 ...-guide-llms-and-raspberry-pis1678738115.md |  1 +
 .../content/posts/2023/03/20/week-11/index.md |  1 +
 .../2023/03/25/nlp-is-more-than-llms/index.md |  3 +-
 .../content/posts/2023/03/week-09/index.md    |  1 +
 .../content/posts/2023/03/week-10/index.md    |  1 +
 .../content/posts/2023/04/turbopilot/index.md |  1 +
 .../posts/2023/05/23-irl-update/index.md      |  1 +
 .../posts/2023/06/17-xavier-dj/index.md       |  1 +
 brainsteam/content/posts/2023/07/30/picgo.md  | 19 +++++-----
 .../posts/2023/07/31/stress-and-unwinding.md  | 17 +++++----
 .../content/posts/2023/08/05/turbopilot.md    | 16 ++++-----
 .../posts/2023/08/08/We moved offices_.md     |  1 +
 .../content/posts/2023/08/13/freshrss.md      | 16 ++++-----
 .../2023/08/14/Prod-Ready Airbyte Sync.md     |  1 +
 .../content/posts/2023/08/14/airbyte/index.md | 22 ++++++------
 .../2023/08/20/Weeknote 13-19 August 2023.md  |  1 +
 .../weeknote-13-19-august-20231692550760.md   | 35 +++++++++----------
 .../2023/08/28/we-moved-offices1693231919.md  | 17 +++++----
 .../09/16/we-went-on-holiday1694878285.md     | 25 +++++++------
 .../posts/2023/09/24/weeknote-18-24-sept.md   | 17 ++++-----
 ...y-printers-and-crappy-content1695806638.md |  6 ++--
 .../09/30/TIL_ Unlocking Ubuntu Remotely.md   |  1 +
 .../09/30/Turbopilot - a Retrospective.md     |  1 +
 .../posts/2023/09/30/turbopilot/index.md      |  3 +-
 .../posts/2023/10/01/Weeknote Week 39 2023.md |  1 +
 .../content/posts/2023/10/01/weeknote-39.md   | 17 ++++-----
 .../10/08/weeknote-week-40-20231696772464.md  | 11 +++---
 .../posts/2023/10/15/Weeknote CW 41 2023.md   |  1 +
 .../10/15/weeknote-cw-41-20231697388830.md    | 15 ++++----
 ...y-a-thousand questions in the workplace.md |  1 +
 ...-a-thousand-questions-at-work1697619891.md |  6 ++--
 .../10/22/weeknote-cw42-20231697959719.md     | 11 +++---
 ...inner-party-and-dream-theater1698481925.md | 10 +++---
 ...nterrupted_ Give It Your Full Attention.md |  1 +
 .../posts/2023/10/29/Weeknote CW43 2023.md    |  1 +
 .../10/29/weeknote-cw43-20231698573691.md     | 11 +++---
 ...h-interruption-when-it-arises1698656338.md |  6 ++--
 .../11/01/Going Mainstream with Wordpress.md  |  1 +
 .../2023/11/03/Living with Aphantasia.md      |  1 +
 .../posts/2023/11/05/Weeknote CW 44 2023.md   |  1 +
 .../posts/2023/11/12/Weeknote CW45 2023.md    |  1 +
 .../13/Gastronaut - Fediverse Recipe App.md   |  1 +
 .../posts/2023/11/18/Gitea Actions and PDM.md |  1 +
 ...edient Strings with SpaCy PhraseMatcher.md |  1 +
 ...AWS to Bare-Metal saved us 230_000_ _yr.md |  1 +
 ...g Dodgy Datetimes in Pandas and Parquet.md |  1 +
 .../content/posts/2023/12/04/Data Swamp.md    |  1 +
 .../posts/2023/12/04/Weeknote CW48 2023.md    |  1 +
 .../2023/12/05/AI_s Electron.JS Moment_.md    |  1 +
 .../2023/12/20/NLP in the Post-LLM World.md   |  1 +
 .../posts/2023/12/21/20231221_082f036a.md     |  1 +
 .../posts/2023/12/21/20231221_092d588a.md     |  1 +
 .../posts/2023/12/21/20231221_224cf724.md     |  1 +
 .../posts/2023/12/21/20231221_23f8cf2d.md     |  1 +
 .../posts/2023/12/21/20231221_4cf564b2.md     |  1 +
 .../posts/2023/12/21/20231221_528343a7.md     |  1 +
 .../posts/2023/12/21/20231221_b7956a59.md     |  1 +
 .../posts/2023/12/22/Annual Review 2023.md    |  1 +
 ... Institute Christmas Lecture on AI 2023.md |  1 +
 .../Account Portability in the Social Web.md  |  1 +
 ... to the hydraulics system... Seriously_.md |  1 +
 ...ving Django inside Docker the Right Way.md |  1 +
 ...grating Users Across Servers With RSync.md |  1 +
 .../content/posts/2024/01/10/Brand Loyalty.md |  1 +
 ...th gcloud sdk on an M2 Pro_MacOS 14.2.1.md |  1 +
 ...ea_Forgejo Actions and PostgreSQL Tests.md |  1 +
 .../2024/01/22/AI Poisoning for everyone_.md  |  1 +
 ...ated Decision Making and Power Dynamics.md |  1 +
 .../2024/02/03/January 2024 In Review.md      |  1 +
 .../2024/03/04/February 2024 In Review.md     |  1 +
 ...Sites in Firefox with Proton Pass v1.15.md |  1 +
 ...o including Actions with Docker Compose.md |  1 +
 .../posts/2024/03/30/Edinburgh 2024.md        |  1 +
 ...ing the Best AI-Powered Handwriting OCR.md |  1 +
 .../posts/2024/04/07/March 2024 In Review.md  |  1 +
 .../Self-hosting Llama 3 on a home server.md  |  1 +
 .../04/26/Can Phi3 and Llama3 Do Biology_.md  |  1 +
 .../2024/05/01/LLMs Can_t Do Probability.md   |  1 +
 ...LLMs_ To Fine-Tune or Not to Fine-Tune_.md |  1 +
 ...Pay-as-you-Go AI usage with Open Web UI.md |  1 +
 ...riment with Coffee_ Walking and Anxiety.md |  1 +
 ...GenAI and the Trough of Disillusionment.md |  1 +
 .../posts/2024/08/02/Watched_ Long Legs.md    |  1 +
 .../08/03/Migrating from Linear to Jira.md    |  1 +
 .../content/posts/2024/08/11/Watched_ Trap.md |  1 +
 .../2024/08/18/Visiting Bletchley Park.md     |  1 +
 .../posts/2024/08/25/Morning People.md        |  1 +
 brainsteam/content/posts/2024/08/27/wicked.md |  4 +--
 ...Bulk inside your CI Pipeline With Sling.md | 15 ++++----
 .../05/Running Phi MoE 3.5 on Macbook Pro.md  | 17 ++++-----
 .../content/posts/2024/10/06-10-24-heysham.md | 11 +++---
 ...15-06-28-bedford-place-vintage-festival.md |  1 +
 .../2015-06-28-tidying-up-xml-in-one-click.md |  1 +
 .../legacy/2015-07-15-sssplit-improvements.md |  1 +
 .../2015-08-30-cusp-challenge-week-2015.md    |  1 +
 ...5-10-22-a-week-in-austin-tx-watson-labs.md |  1 +
 ...2015-11-01-sapienta-web-service-and-cli.md |  1 +
 ...ormation-discovery-partridge-and-watson.md |  1 +
 ...2015-11-16-retrieve-and-rank-and-python.md |  1 +
 ...1-17-spellchecking-in-retrieve-and-rank.md |  1 +
 .../2015-11-21-scrolling-in-elasticsearch.md  |  1 +
 .../2015-11-22-freecite-python-wrapper.md     |  1 +
 .../2015-11-28-watson-home-automation.md      |  1 +
 ...turning-analysis-off-and-why-its-useful.md |  1 +
 ...itive-quality-assurance-an-introduction.md |  1 +
 ...-ibm-watson-its-for-data-scientists-too.md |  1 +
 ...lity-assurance-pt-2-performance-metrics.md |  1 +
 ...-a-raspberry-pi-hack-at-blackgang-chine.md |  1 +
 ...er-the-salesman-and-the-property-tycoon.md |  1 +
 ...ime-tracking-application-for-developers.md |  1 +
 ...and-why-i-stopped-wearing-my-smartwatch.md |  1 +
 ...ut-that-doesnt-mean-it-isnt-intelligent.md |  1 +
 .../2016-12-10-timetrack-improvements.md      |  1 +
 ...05-exploring-web-archive-data-cdx-files.md |  1 +
 ...17-07-25-dialect-sensitive-topic-models.md |  1 +
 .../content/posts/legacy/2017-08-03-182.md    |  1 +
 ...hine-learning-and-hardware-requirements.md |  1 +
 .../legacy/2017-11-12-spacy-spark-nlp-big.md  |  3 +-
 .../2018-01-27-how-i-became-a-gopher.md       |  1 +
 ...ng-models-and-the-no-free-lunch-theorem.md |  1 +
 .../legacy/2018-04-05-phd-mini-sabbaticals.md |  1 +
 ...atically-downloading-open-access-papers.md |  1 +
 ...3-gpus-are-not-just-for-images-any-more.md |  1 +
 ...deep-at-the-deep-end-with-deep-learning.md |  1 +
 ...018-10-20-uploading-huge-files-to-gitea.md |  1 +
 ...018-11-07-why-is-tmux-crashing-on-start.md |  1 +
 ...f-chatbot-security-and-conversational-hacks.md |  1 +
 .../legacy/2019-01-06-applied-ai-in-2019.md   |  1 +
 ...ownloading-the-same-files-over-and-over.md |  1 +
 ...-the-future-of-enterprise-ai-deployment.md |  1 +
 ...actitioners-reduce-our-carbon-footprint.md |  1 +
 ...nd-pipenv-and-specific-versions-of-cuda.md |  1 +
 ...n-as-part-of-a-healthy-information-diet.md |  1 +
 ...-for-reliable-reproducible-data-science.md |  1 +
 176 files changed, 322 insertions(+), 178 deletions(-)

diff --git a/brainsteam/content/posts/2020-12-29-mlflow-nlp-models/index.md b/brainsteam/content/posts/2020-12-29-mlflow-nlp-models/index.md
index e80997e..70274ff 100644
--- a/brainsteam/content/posts/2020-12-29-mlflow-nlp-models/index.md
+++ b/brainsteam/content/posts/2020-12-29-mlflow-nlp-models/index.md
@@ -6,6 +6,7 @@ description: Serving NLP models with MLflow is a little trickier than serving mo
   examples.
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 - date
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diff --git a/brainsteam/content/posts/2021/01/2021-01-14-mlflow-pickle5-madness/index.md b/brainsteam/content/posts/2021/01/2021-01-14-mlflow-pickle5-madness/index.md
index f2d4830..fa932f8 100644
--- a/brainsteam/content/posts/2021/01/2021-01-14-mlflow-pickle5-madness/index.md
+++ b/brainsteam/content/posts/2021/01/2021-01-14-mlflow-pickle5-madness/index.md
@@ -5,6 +5,7 @@ description: 'Solving ''unsupported pickle protocol: 5'' when trying to load mlf
   models'
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diff --git a/brainsteam/content/posts/2021/03/2021-03-01-running-old-pytorch-docker/index.md b/brainsteam/content/posts/2021/03/2021-03-01-running-old-pytorch-docker/index.md
index ca6c144..ea61ef4 100644
--- a/brainsteam/content/posts/2021/03/2021-03-01-running-old-pytorch-docker/index.md
+++ b/brainsteam/content/posts/2021/03/2021-03-01-running-old-pytorch-docker/index.md
@@ -4,6 +4,7 @@ date: 2021-03-01 20:21:11+00:00
 description: Using containers to run old & deprecated PyTorch code with relative ease
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 - date
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   src: images/feature.jpg
diff --git a/brainsteam/content/posts/2021/04/2021-04-13-virtualenvs/index.md b/brainsteam/content/posts/2021/04/2021-04-13-virtualenvs/index.md
index f31a76e..2bbb36d 100644
--- a/brainsteam/content/posts/2021/04/2021-04-13-virtualenvs/index.md
+++ b/brainsteam/content/posts/2021/04/2021-04-13-virtualenvs/index.md
@@ -6,6 +6,7 @@ description: A fairly thorough explanation and exploration of python package and
   types at the end.
 post_meta:
 - date
+preview: /social/58b0d3afbe5940cbcca47739c674d5c14913cd1d90ff3bab1d89fba5f0ede839.png
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diff --git a/brainsteam/content/posts/2021/12/2021-12-31-retrospective/index.md b/brainsteam/content/posts/2021/12/2021-12-31-retrospective/index.md
index d8c5515..179b99d 100644
--- a/brainsteam/content/posts/2021/12/2021-12-31-retrospective/index.md
+++ b/brainsteam/content/posts/2021/12/2021-12-31-retrospective/index.md
@@ -4,6 +4,7 @@ description: As everyone else seems to at this time of year, I thought I would w
   a quick post about how my year's gone
 post_meta:
 - date
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diff --git a/brainsteam/content/posts/2022/01/03-01-new-year-goals/index.md b/brainsteam/content/posts/2022/01/03-01-new-year-goals/index.md
index a9bc794..0c063b3 100644
--- a/brainsteam/content/posts/2022/01/03-01-new-year-goals/index.md
+++ b/brainsteam/content/posts/2022/01/03-01-new-year-goals/index.md
@@ -3,6 +3,7 @@ date: 2022-01-03 09:47:11+00:00
 description: Following on from my NYE post, some goals for 2022
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 - date
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diff --git a/brainsteam/content/posts/2022/01/08-01-replace-nginx-caddy/index.md b/brainsteam/content/posts/2022/01/08-01-replace-nginx-caddy/index.md
index 219f80e..38cac81 100644
--- a/brainsteam/content/posts/2022/01/08-01-replace-nginx-caddy/index.md
+++ b/brainsteam/content/posts/2022/01/08-01-replace-nginx-caddy/index.md
@@ -3,6 +3,7 @@ date: 2022-01-08 09:05:11+00:00
 description: Caddy just makes self-hosting with SSL so painless
 post_meta:
 - date
+preview: /social/4a65494340fdbfe4b465971c802df6a565bb38ad9ba0544eaaf1daa24eac0a6b.png
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diff --git a/brainsteam/content/posts/2022/01/08-01-wakapi-tracking/index.md b/brainsteam/content/posts/2022/01/08-01-wakapi-tracking/index.md
index 639eb8c..ca77e80 100644
--- a/brainsteam/content/posts/2022/01/08-01-wakapi-tracking/index.md
+++ b/brainsteam/content/posts/2022/01/08-01-wakapi-tracking/index.md
@@ -3,6 +3,7 @@ date: 2022-01-08 09:05:11+00:00
 description: Playing with Wakapi - a time tracking server that plays nicely with wakatime
 post_meta:
 - date
+preview: /social/671bc5de921b16bd3f4be96e4b46c2d767eb8ef5cb25112ed4b4e7b734bd4304.png
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diff --git a/brainsteam/content/posts/2022/01/15-01-christmas-shock/index.md b/brainsteam/content/posts/2022/01/15-01-christmas-shock/index.md
index 87ee19a..e69b90a 100644
--- a/brainsteam/content/posts/2022/01/15-01-christmas-shock/index.md
+++ b/brainsteam/content/posts/2022/01/15-01-christmas-shock/index.md
@@ -4,6 +4,7 @@ description: Thoughts on that sinking feeling when January ticks around
 draft: false
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diff --git a/brainsteam/content/posts/2022/01/22-01-analytics/index.md b/brainsteam/content/posts/2022/01/22-01-analytics/index.md
index 3713764..fde5868 100644
--- a/brainsteam/content/posts/2022/01/22-01-analytics/index.md
+++ b/brainsteam/content/posts/2022/01/22-01-analytics/index.md
@@ -4,6 +4,7 @@ description: Replacing Google Analytics with something more open
 draft: false
 post_meta:
 - date
+preview: /social/d99987a03bb6db8f237c2156c8f057990d689c18b18a37b708d8754c268a27c7.png
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diff --git a/brainsteam/content/posts/2022/01/23-01-deep-learning-reproducibility/index.md b/brainsteam/content/posts/2022/01/23-01-deep-learning-reproducibility/index.md
index 3d7c29d..d0709f8 100644
--- a/brainsteam/content/posts/2022/01/23-01-deep-learning-reproducibility/index.md
+++ b/brainsteam/content/posts/2022/01/23-01-deep-learning-reproducibility/index.md
@@ -4,6 +4,7 @@ description: A harrowing tale of trying to solve the impossible and failing
 draft: false
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 - date
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diff --git a/brainsteam/content/posts/2022/01/debugging-bridgy-for-brainsteam.md b/brainsteam/content/posts/2022/01/debugging-bridgy-for-brainsteam.md
index 3b440fe..b027dcd 100644
--- a/brainsteam/content/posts/2022/01/debugging-bridgy-for-brainsteam.md
+++ b/brainsteam/content/posts/2022/01/debugging-bridgy-for-brainsteam.md
@@ -7,6 +7,7 @@ mp-syndicate-to:
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 - indieweb
 - web-development
diff --git a/brainsteam/content/posts/2022/02/digital-minimalism-review.md b/brainsteam/content/posts/2022/02/digital-minimalism-review.md
index b54ba3e..6a6dc93 100644
--- a/brainsteam/content/posts/2022/02/digital-minimalism-review.md
+++ b/brainsteam/content/posts/2022/02/digital-minimalism-review.md
@@ -6,6 +6,7 @@ mp-syndicate-to:
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 - 100DaysToOffload
diff --git a/brainsteam/content/posts/2022/02/running-a-house-knowledge-management.md b/brainsteam/content/posts/2022/02/running-a-house-knowledge-management.md
index c35dc17..e01bba1 100644
--- a/brainsteam/content/posts/2022/02/running-a-house-knowledge-management.md
+++ b/brainsteam/content/posts/2022/02/running-a-house-knowledge-management.md
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diff --git a/brainsteam/content/posts/2022/03/14-03-painless-explainability-for-text-models-with-eli5/index.md b/brainsteam/content/posts/2022/03/14-03-painless-explainability-for-text-models-with-eli5/index.md
index 906bba6..e976c29 100644
--- a/brainsteam/content/posts/2022/03/14-03-painless-explainability-for-text-models-with-eli5/index.md
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index eab1260..fde3560 100644
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index 263fec6..3e33b2c 100644
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index db9c949..d88479c 100644
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diff --git a/brainsteam/content/posts/2022/05/15-05-where-have-you-gone.md b/brainsteam/content/posts/2022/05/15-05-where-have-you-gone.md
index 6126886..0991106 100644
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index 394c08d..f619ef9 100644
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index 2587120..290d534 100644
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index 3225f8f..838a82b 100644
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index 2c436c1..57f54b0 100644
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diff --git a/brainsteam/content/posts/2022/11/26/a-week-with-hypothesis/index.md b/brainsteam/content/posts/2022/11/26/a-week-with-hypothesis/index.md
index 8cb999d..bb8636b 100644
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index e9c29b7..412e4a3 100644
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diff --git a/brainsteam/content/posts/2022/12/08/joplin-hypothesis-0.0.2/index.md b/brainsteam/content/posts/2022/12/08/joplin-hypothesis-0.0.2/index.md
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index 04c34dd..f6a44c0 100644
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index a5a466a..d9cd396 100644
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index b2c9b45..ea1eded 100644
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diff --git a/brainsteam/content/posts/2023/02/07/how-did-i-do-it-where-did-my-energy-go1675798914.md b/brainsteam/content/posts/2023/02/07/how-did-i-do-it-where-did-my-energy-go1675798914.md
index 4825128..4a18d48 100644
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index 69713a9..afd1083 100644
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+++ b/brainsteam/content/posts/2023/02/async-promise-constructors.md
@@ -2,15 +2,16 @@
 date: 2023-02-01 09:39:03+00:00
 description: Why you shouldn't use async in your new Promise()
 mp-syndicate-to:
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+- nodejs
+- typescript
+- javascript
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 title: Async Promise Constructors
 type: posts
 url: /2023/2/1/async-promise-constructors
@@ -72,4 +73,4 @@ async function someFunction() {
 }
 ```
 
-Now if the `getObject` call fails the whole `someFunction()` fails (effectively the promise that is generated by use of the await/async syntactic sugar is rejected).
+Now if the `getObject` call fails the whole `someFunction()` fails (effectively the promise that is generated by use of the await/async syntactic sugar is rejected).
\ No newline at end of file
diff --git a/brainsteam/content/posts/2023/02/git-sync-foam/index.md b/brainsteam/content/posts/2023/02/git-sync-foam/index.md
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index 4d52a99..98edee4 100644
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diff --git a/brainsteam/content/posts/2023/03/25/nlp-is-more-than-llms/index.md b/brainsteam/content/posts/2023/03/25/nlp-is-more-than-llms/index.md
index d6e439c..3c52f3e 100644
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 tags:
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+thumbnail: images/language.jpg
 title: NLP is more than just LLMs
 type: posts
 url: /2023/3/25//nlp-is-more-than-just-llms
diff --git a/brainsteam/content/posts/2023/03/week-09/index.md b/brainsteam/content/posts/2023/03/week-09/index.md
index 8d0c096..1f93510 100644
--- a/brainsteam/content/posts/2023/03/week-09/index.md
+++ b/brainsteam/content/posts/2023/03/week-09/index.md
@@ -6,6 +6,7 @@ mp-syndicate-to:
 - https://brid.gy/publish/twitter
 post_meta:
 - date
+preview: /social/b6541bf037c918d7dd99eacb259a0e26d6d0dc73339af0264b3a0d24fa5f3107.png
 resources:
 - name: feature
   src: images/sick.jpg
diff --git a/brainsteam/content/posts/2023/03/week-10/index.md b/brainsteam/content/posts/2023/03/week-10/index.md
index e96d6a5..ae145e0 100644
--- a/brainsteam/content/posts/2023/03/week-10/index.md
+++ b/brainsteam/content/posts/2023/03/week-10/index.md
@@ -6,6 +6,7 @@ mp-syndicate-to:
 - https://brid.gy/publish/twitter
 post_meta:
 - date
+preview: /social/7fbd976c9e5319e0575a2df1ff3b47be24d68bdf138b2ece8b4c17c6c74002b9.png
 resources:
 - name: feature
   src: images/thesis_mug_small.jpg
diff --git a/brainsteam/content/posts/2023/04/turbopilot/index.md b/brainsteam/content/posts/2023/04/turbopilot/index.md
index 86ed36c..4ca8622 100644
--- a/brainsteam/content/posts/2023/04/turbopilot/index.md
+++ b/brainsteam/content/posts/2023/04/turbopilot/index.md
@@ -7,6 +7,7 @@ mp-syndicate-to:
 - https://brid.gy/publish/twitter
 post_meta:
 - date
+preview: /social/05c819fa16605859eae66fc66c296fef7920121616c4741311f46be357335983.png
 resources:
 - name: feature
   src: images/thesis_mug_small.jpg
diff --git a/brainsteam/content/posts/2023/05/23-irl-update/index.md b/brainsteam/content/posts/2023/05/23-irl-update/index.md
index f6e339d..5fd292d 100644
--- a/brainsteam/content/posts/2023/05/23-irl-update/index.md
+++ b/brainsteam/content/posts/2023/05/23-irl-update/index.md
@@ -5,6 +5,7 @@ mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 post_meta:
 - date
+preview: /social/0c596eb0ee691a8b3cbe63e5d6dd0140fcec1cd8af842f32cff65749eb075c8e.png
 resources:
 - name: feature
   src: images/lakedistrict.jpg
diff --git a/brainsteam/content/posts/2023/06/17-xavier-dj/index.md b/brainsteam/content/posts/2023/06/17-xavier-dj/index.md
index b48d87a..ce1ac5b 100644
--- a/brainsteam/content/posts/2023/06/17-xavier-dj/index.md
+++ b/brainsteam/content/posts/2023/06/17-xavier-dj/index.md
@@ -5,6 +5,7 @@ mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 post_meta:
 - date
+preview: /social/e1875826aa929a83b4517c9ee6f4ee15ddff75e6e77ebab08fcc0f161a22a1b9.png
 resources:
 - name: feature
   src: images/dj.png
diff --git a/brainsteam/content/posts/2023/07/30/picgo.md b/brainsteam/content/posts/2023/07/30/picgo.md
index b974411..3507a7b 100644
--- a/brainsteam/content/posts/2023/07/30/picgo.md
+++ b/brainsteam/content/posts/2023/07/30/picgo.md
@@ -1,17 +1,18 @@
 ---
-title: "TIL: PicGo"
-date: 2023-07-30T12:33:40+01:00
+date: 2023-07-30 12:33:40+01:00
 description: Using PicGo to quickly upload photos to my site
-url: /2023/7/30/til-picgo
-type: posts
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
-thumbnail: https://brainsteam.co.uk/media/2023/07/202307301533057.png
+preview: /social/e2a40a52d16a72c0f142437baabe84921516a137fa6e146baba3c4d5dbb5d999.png
 tags:
-  - post
-  - TIL
-  - indieweb
-  - opensource
+- post
+- TIL
+- indieweb
+- opensource
+thumbnail: https://brainsteam.co.uk/media/2023/07/202307301533057.png
+title: 'TIL: PicGo'
+type: posts
+url: /2023/7/30/til-picgo
 ---
 
 Today I learned about [PicGo](https://github.com/Molunerfinn/PicGo) an open source project which provides a relatively lightweight tool (it is an electron app so... 😬) which runs in the background and can upload images from your clipboard or filesystem to a host of your choice. The main README for the project is written in chinese which unfortunately I can't read. However, I was able to fumble my way through with some use of Google Translate and some guesswork.
diff --git a/brainsteam/content/posts/2023/07/31/stress-and-unwinding.md b/brainsteam/content/posts/2023/07/31/stress-and-unwinding.md
index eb3c691..bb1df49 100644
--- a/brainsteam/content/posts/2023/07/31/stress-and-unwinding.md
+++ b/brainsteam/content/posts/2023/07/31/stress-and-unwinding.md
@@ -1,20 +1,19 @@
 ---
-title: "Stress and Unwinding"
-date: 2023-08-01T17:13:59+01:00
+date: 2023-08-01 17:13:59+01:00
 description: Making some changes to give myself a break
-url: /2023/7/31/stress-and-unwinding
-type: posts
-thumbnail: https://brainsteam.co.uk/media/2023/07/202307312037880.png
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+preview: /social/66f7f0b2a6af2be41a86172536dbbb66d1a388218055e8fda81c409824eb9032.png
 tags:
-  - personal
-  - mentalhealth
+- personal
+- mentalhealth
+thumbnail: https://brainsteam.co.uk/media/2023/07/202307312037880.png
+title: Stress and Unwinding
+type: posts
+url: /2023/7/31/stress-and-unwinding
 ---
 
-
-
 I recently noticed that every time I have some downtime - be it a long weekend or a two week holiday - I end up getting sick with coughs and colds. I also feel tired a lot. Not only is this inconvenient, it can severely impact my enjoyment of my time off or even prevent me from going to things I was looking forward to. I decided that I need to get better at relaxing and unwinding so that my body doesn't force me to do it in the least enjoyable way (from my bed sniffling and coughing).
 
 I've been thinking about some of my habits and behaviours and how I can try to change them to get some more rest and hopefully improve my health a little bit.
diff --git a/brainsteam/content/posts/2023/08/05/turbopilot.md b/brainsteam/content/posts/2023/08/05/turbopilot.md
index 3b6ff82..4beaac8 100644
--- a/brainsteam/content/posts/2023/08/05/turbopilot.md
+++ b/brainsteam/content/posts/2023/08/05/turbopilot.md
@@ -1,16 +1,16 @@
 ---
-title: "Turbopilot"
-date: 2023-08-05T19:40:53+01:00
+date: 2023-08-05 19:40:53+01:00
+description: short summary
 draft: true
-description: short summary 
-url: /2023/8/5/turbopilot
-type: posts
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+preview: /social/36acd593e647dd9ddb6af6a82fceab63d026c1da0cf8a916e200e0762770bc20.png
 tags:
-  - post
+- post
+title: Turbopilot
+type: posts
+url: /2023/8/5/turbopilot
 ---
 
-In April I caught COVID and while I was stuck at home I got bored with sitting around feeling sorry for myself, so I decided to play around with 
-
+In April I caught COVID and while I was stuck at home I got bored with sitting around feeling sorry for myself, so I decided to play around with
\ No newline at end of file
diff --git a/brainsteam/content/posts/2023/08/08/We moved offices_.md b/brainsteam/content/posts/2023/08/08/We moved offices_.md
index 30f90ce..5b18b54 100644
--- a/brainsteam/content/posts/2023/08/08/We moved offices_.md	
+++ b/brainsteam/content/posts/2023/08/08/We moved offices_.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-08-08 11:33:16'
 draft: false
+preview: /social/a6ddaea6db13bc50fcf594437180fd5d130eb9635e10a4aed223e6c3814e7861.png
 tags: []
 title: We moved offices!
 type: posts
diff --git a/brainsteam/content/posts/2023/08/13/freshrss.md b/brainsteam/content/posts/2023/08/13/freshrss.md
index 0426da4..e9a551a 100644
--- a/brainsteam/content/posts/2023/08/13/freshrss.md
+++ b/brainsteam/content/posts/2023/08/13/freshrss.md
@@ -1,14 +1,14 @@
 ---
-title: "FreshRSS Updates"
-date: 2023-08-13T08:39:05+01:00
+date: 2023-08-13 08:39:05+01:00
 description: Troubleshooting some freshrss maaintenance issues
-url: /2023/8/13/freshrss-updates
-type: posts
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+preview: /social/8ec9e5326b07fbb6d0155f91de63087ec605968a1fb6bd5ddaf016ee7ad1fc3c.png
 tags:
-  - rss
-  - selfhosting
----
-
+- rss
+- selfhosting
+title: FreshRSS Updates
+type: posts
+url: /2023/8/13/freshrss-updates
+---
\ No newline at end of file
diff --git a/brainsteam/content/posts/2023/08/14/Prod-Ready Airbyte Sync.md b/brainsteam/content/posts/2023/08/14/Prod-Ready Airbyte Sync.md
index c8220a7..b99c825 100644
--- a/brainsteam/content/posts/2023/08/14/Prod-Ready Airbyte Sync.md	
+++ b/brainsteam/content/posts/2023/08/14/Prod-Ready Airbyte Sync.md	
@@ -4,6 +4,7 @@ categories:
 - Data Science
 date: '2023-08-14 11:57:25'
 draft: false
+preview: /social/84f2e17dfb3984df186f2bdbe534d08b16e0741817363b2b9d6bec1e035e2983.png
 tags: []
 title: Prod-Ready Airbyte Sync
 type: posts
diff --git a/brainsteam/content/posts/2023/08/14/airbyte/index.md b/brainsteam/content/posts/2023/08/14/airbyte/index.md
index 181138e..ffba6dc 100644
--- a/brainsteam/content/posts/2023/08/14/airbyte/index.md
+++ b/brainsteam/content/posts/2023/08/14/airbyte/index.md
@@ -1,18 +1,19 @@
 ---
-title: "Prod-Ready Airbyte Sync"
-date: 2023-08-14T14:37:19+01:00
+date: 2023-08-14 14:37:19+01:00
 description: Some tips for configuring airbyte for production-ready sync
-url: /2023/8/14/stable-airbyte-sync
-type: posts
-thumbnail: /2023/8/14/stable-airbyte-sync/images/airbyte-inc-logo-vector.png
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+preview: /social/eecfef2965c0a23d55ae257f581771c08dbd5ccf744c1111ef02faa51a4206c4.png
 tags:
-  - airbyte
-  - work
-  - data-engineering
-  - softeng
+- airbyte
+- work
+- data-engineering
+- softeng
+thumbnail: /2023/8/14/stable-airbyte-sync/images/airbyte-inc-logo-vector.png
+title: Prod-Ready Airbyte Sync
+type: posts
+url: /2023/8/14/stable-airbyte-sync
 ---
 
 {{<figure src="images/airbyte-inc-logo-vector.png" width="800" alt="the logo for airbyte inc" caption="Airbyte is an ELT tool for syncing data between two databases">}}
@@ -184,5 +185,4 @@ Once you have your sync up and running you probably want to make sure it keeps r
 
 ## Conclusion
 
-There are a lot of variables and moving parts to consider when using Airbyte, especially when data security and privacy are so important. In this post I outlined some hints and tips for using airbyte successfully based on my own experience of setting up the tool. Hopefully some of my observations were useful or interesting to any readers who are thinking about picking up Airbyte.
-
+There are a lot of variables and moving parts to consider when using Airbyte, especially when data security and privacy are so important. In this post I outlined some hints and tips for using airbyte successfully based on my own experience of setting up the tool. Hopefully some of my observations were useful or interesting to any readers who are thinking about picking up Airbyte.
\ No newline at end of file
diff --git a/brainsteam/content/posts/2023/08/20/Weeknote 13-19 August 2023.md b/brainsteam/content/posts/2023/08/20/Weeknote 13-19 August 2023.md
index 9ce4aae..d8f32fc 100644
--- a/brainsteam/content/posts/2023/08/20/Weeknote 13-19 August 2023.md	
+++ b/brainsteam/content/posts/2023/08/20/Weeknote 13-19 August 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-08-20 21:24:31'
 draft: false
+preview: /social/bb3ba370b2fc76adf65a70b9d8f6f6b8201e0456e3d39eaa9a7c568aa6adc42b.png
 tags:
 - weeknotes
 title: Weeknote 13-19 August 2023
diff --git a/brainsteam/content/posts/2023/08/20/weeknote-13-19-august-20231692550760.md b/brainsteam/content/posts/2023/08/20/weeknote-13-19-august-20231692550760.md
index 8f05fca..2ecd5ce 100644
--- a/brainsteam/content/posts/2023/08/20/weeknote-13-19-august-20231692550760.md
+++ b/brainsteam/content/posts/2023/08/20/weeknote-13-19-august-20231692550760.md
@@ -1,28 +1,27 @@
 ---
-description: Stuff that happened this week
 date: '2023-08-20T16:59:20.864696'
-post_meta:
-- date
-tags:
-- personal
-- weeknotes
-title: Weeknote 13-19 August 2023
-type: posts
-url: /posts/2023/08/20/weeknote-13-19-august-20231692550760
-params:
-  title: Weeknote 13-19 August 2023
-  description: Stuff that happened this week
-  images:
-    - https://brainsteam.co.uk/media/2023/08/202308201808678.jpeg
-thumbnail: https://brainsteam.co.uk/media/2023/08/202308201808678.jpeg
+description: Stuff that happened this week
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+params:
+  description: Stuff that happened this week
+  images:
+  - https://brainsteam.co.uk/media/2023/08/202308201808678.jpeg
+  title: Weeknote 13-19 August 2023
+post_meta:
+- date
+preview: /social/d4183e7e85fd25d3c21125d175cc038c91dcda42917022fd63ccbb4ab1aa45f7.png
+tags:
+- personal
+- weeknotes
+thumbnail: https://brainsteam.co.uk/media/2023/08/202308201808678.jpeg
+title: Weeknote 13-19 August 2023
+type: posts
+url: /posts/2023/08/20/weeknote-13-19-august-20231692550760
 ---
 
-
-
- <figure>
+<figure>
   <img width="600px" src="https://brainsteam.co.uk/media/2023/08/202308201808678.jpeg" alt="James looking pretty happy sat with a tray of cake in front of him" />
   <figcaption>High Tea taking on a double meaning at the top of the Spinaker Tower</figcaption>
 </figure>
diff --git a/brainsteam/content/posts/2023/08/28/we-moved-offices1693231919.md b/brainsteam/content/posts/2023/08/28/we-moved-offices1693231919.md
index 3a1fea1..f6ecd49 100644
--- a/brainsteam/content/posts/2023/08/28/we-moved-offices1693231919.md
+++ b/brainsteam/content/posts/2023/08/28/we-moved-offices1693231919.md
@@ -1,25 +1,24 @@
 ---
 date: '2023-08-28T14:11:59.874991'
+images:
+- http://brainsteam.co.uk/media/2023/08/28/1693228881_
+mp-syndicate-to:
+- https://brid.gy/publish/mastodon
+- https://brid.gy/publish/twitter
 post_meta:
 - date
+preview: /social/ce89260365109795a502219c14c4f0fa0ac02cee30bfcc3f2795edcfb088977c.png
 tags:
 - personal
 - work
 - filament
+thumbnail: http://brainsteam.co.uk/media/2023/08/28/1693228881_
 title: We moved offices!
 type: posts
 url: /posts/2023/08/28/we-moved-offices1693231919
-images:
-    - http://brainsteam.co.uk/media/2023/08/28/1693228881_
-thumbnail: http://brainsteam.co.uk/media/2023/08/28/1693228881_
-mp-syndicate-to:
-- https://brid.gy/publish/mastodon
-- https://brid.gy/publish/twitter
 ---
 
-
-
- <p>
+<p>
   I've been meaning to write about this for a while - we actually moved offices at the end of May! 
   <br />
 </p>
diff --git a/brainsteam/content/posts/2023/09/16/we-went-on-holiday1694878285.md b/brainsteam/content/posts/2023/09/16/we-went-on-holiday1694878285.md
index 0ad00e7..635db38 100644
--- a/brainsteam/content/posts/2023/09/16/we-went-on-holiday1694878285.md
+++ b/brainsteam/content/posts/2023/09/16/we-went-on-holiday1694878285.md
@@ -1,24 +1,23 @@
 ---
 date: '2023-09-16T15:31:25.501556'
-post_meta:
-- date
-tags:
-- personal
-- vacation
-title: We went on holiday
-type: posts
-url: /posts/2023/09/16/we-went-on-holiday1694878285
-thumbnail: http://brainsteam.co.uk/media/2023/09/16/1694876599_
 images:
-    - http://brainsteam.co.uk/media/2023/09/16/1694876599_
+- http://brainsteam.co.uk/media/2023/09/16/1694876599_
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+post_meta:
+- date
+preview: /social/633c351bf4bf0a3ef7f3f37ce15d6dd3787f382f707fd297e33405c256e115fd.png
+tags:
+- personal
+- vacation
+thumbnail: http://brainsteam.co.uk/media/2023/09/16/1694876599_
+title: We went on holiday
+type: posts
+url: /posts/2023/09/16/we-went-on-holiday1694878285
 ---
 
-
-
- <p>Last week we were on holiday in Cyprus. It was lovely. The trip was supposed to be a relaxing "lie by the swimming pool and do very little" kind of trip to try to force us to relax and reset after what's been a pretty busy year. I think we successfully achieved it.</p>
+<p>Last week we were on holiday in Cyprus. It was lovely. The trip was supposed to be a relaxing "lie by the swimming pool and do very little" kind of trip to try to force us to relax and reset after what's been a pretty busy year. I think we successfully achieved it.</p>
 <figure>
   <img height="500" src="http://brainsteam.co.uk/media/2023/09/16/1694876599_" alt="a swimming pool on a fine summer's day with various shades and parasols. The water looks cool and inviting." />
   <figcaption>The Pool Area at the King Jason Hotel in Protaras, Cyprus</figcaption>
diff --git a/brainsteam/content/posts/2023/09/24/weeknote-18-24-sept.md b/brainsteam/content/posts/2023/09/24/weeknote-18-24-sept.md
index 70ac72d..806410e 100644
--- a/brainsteam/content/posts/2023/09/24/weeknote-18-24-sept.md
+++ b/brainsteam/content/posts/2023/09/24/weeknote-18-24-sept.md
@@ -1,16 +1,17 @@
 ---
-title: "Weeknote 18-24 Sept"
-date: 2023-09-24T19:22:17+01:00
-description: short summary 
-url: /2023/9/24/weeknote-18-24-sept
-type: posts
+date: 2023-09-24 19:22:17+01:00
+description: short summary
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+preview: /social/18b0e97a36fc7f6c46818503d626fa959809400a4ae03297d962e9ee46101ff0.png
 tags:
-  - post
-  - personal
-  - weeknotes
+- post
+- personal
+- weeknotes
+title: Weeknote 18-24 Sept
+type: posts
+url: /2023/9/24/weeknote-18-24-sept
 ---
 
 Another week has flown by and September is coming to an end. Autumn, incidentally, my favourite season, is here. As ever, September is a monumentally busy month at work as clients and colleagues alike come back from summer holidays. It's also the time of year when I like to kickstart personal projects and chores around the house.
diff --git a/brainsteam/content/posts/2023/09/27/crappy-printers-and-crappy-content1695806638.md b/brainsteam/content/posts/2023/09/27/crappy-printers-and-crappy-content1695806638.md
index c3c3182..0ee5a56 100644
--- a/brainsteam/content/posts/2023/09/27/crappy-printers-and-crappy-content1695806638.md
+++ b/brainsteam/content/posts/2023/09/27/crappy-printers-and-crappy-content1695806638.md
@@ -2,6 +2,7 @@
 date: '2023-09-27T09:23:58.448114'
 post_meta:
 - date
+preview: /social/9862dafcdf2ae2b960d8a9d1d2ed05606d3d2d5d8d57b70e8dbc88598fb2cb7a.png
 tags:
 - nlp
 - ai
@@ -10,12 +11,9 @@ tags:
 title: Crappy Printers and Crappy Content
 type: posts
 url: /posts/2023/09/27/crappy-printers-and-crappy-content1695806638
-
 ---
 
-
-
- <p>
+<p>
   <b><i>Fair warning: Some of the quotes in this post are a bit sweary.</i></b>
 </p>
 <p>
diff --git a/brainsteam/content/posts/2023/09/30/TIL_ Unlocking Ubuntu Remotely.md b/brainsteam/content/posts/2023/09/30/TIL_ Unlocking Ubuntu Remotely.md
index 3d7edd3..8dd63b6 100644
--- a/brainsteam/content/posts/2023/09/30/TIL_ Unlocking Ubuntu Remotely.md	
+++ b/brainsteam/content/posts/2023/09/30/TIL_ Unlocking Ubuntu Remotely.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2023-09-30 09:34:37'
 draft: false
+preview: /social/b04abd4319d740c64481cd28d577f3e966beb33b93b2fbf71908bc155d6b5b63.png
 tags:
 - til
 title: 'TIL: Unlocking Ubuntu Remotely'
diff --git a/brainsteam/content/posts/2023/09/30/Turbopilot - a Retrospective.md b/brainsteam/content/posts/2023/09/30/Turbopilot - a Retrospective.md
index e35a239..3316d3b 100644
--- a/brainsteam/content/posts/2023/09/30/Turbopilot - a Retrospective.md	
+++ b/brainsteam/content/posts/2023/09/30/Turbopilot - a Retrospective.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2023-09-30 16:42:58'
 draft: false
+preview: /social/2651cb87bab13baf31b27f27b83e1aac76f06b938d1133323c39ed46d5350361.png
 tags: []
 title: Turbopilot - a Retrospective
 type: posts
diff --git a/brainsteam/content/posts/2023/09/30/turbopilot/index.md b/brainsteam/content/posts/2023/09/30/turbopilot/index.md
index 878a7a6..55d12d3 100644
--- a/brainsteam/content/posts/2023/09/30/turbopilot/index.md
+++ b/brainsteam/content/posts/2023/09/30/turbopilot/index.md
@@ -1,7 +1,9 @@
 ---
 date: '2023-09-30T06:21:00.000000'
+draft: false
 post_meta:
 - date
+preview: /social/d99b5bdeef2fe61efe03caec77fc7ee9363c9e91206ac31faa6f9c563db456cc.png
 tags:
 - nlp
 - ai
@@ -9,7 +11,6 @@ tags:
 title: Turbopilot - a Retrospective
 type: posts
 url: /posts/2023/09/30/turbopilot-obit
-draft: false
 ---
 
 As of today, I am deprecating/archiving [turbopilot](https://github.com/ravenscroftj/turbopilot), my experimental LLM runtime for code assistant type models. In this post I'm going to dive a little bit into why I built it, why I'm stopping work on it and what you can do now.
diff --git a/brainsteam/content/posts/2023/10/01/Weeknote Week 39 2023.md b/brainsteam/content/posts/2023/10/01/Weeknote Week 39 2023.md
index 6d550b7..e8a2b28 100644
--- a/brainsteam/content/posts/2023/10/01/Weeknote Week 39 2023.md	
+++ b/brainsteam/content/posts/2023/10/01/Weeknote Week 39 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-10-01 15:48:08'
 draft: false
+preview: /social/73c488c01f6c08a69152dcf210e128bb9be95b057ac11292ee8dbe6f2470e0c6.png
 tags:
 - weeknotes
 title: Weeknote Week 39 2023
diff --git a/brainsteam/content/posts/2023/10/01/weeknote-39.md b/brainsteam/content/posts/2023/10/01/weeknote-39.md
index 429f480..53f5950 100644
--- a/brainsteam/content/posts/2023/10/01/weeknote-39.md
+++ b/brainsteam/content/posts/2023/10/01/weeknote-39.md
@@ -1,18 +1,19 @@
 ---
-title: "Weeknote Week 39 2023"
-date: 2023-10-01T14:48:08+01:00
+date: 2023-10-01 14:48:08+01:00
 description: This week's antics
-url: /2023/10/1/weeknote-39
-type: posts
+images:
+- https://brainsteam.co.uk/media/2023/10/202310011454754.png
 mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 - https://brid.gy/publish/twitter
+preview: /social/d0be18fe8fd369e2a2a47a715e50c173ced28e289fcad836e572f139ce64ccd9.png
 tags:
-  - post
-  - personal
-images:
-  - https://brainsteam.co.uk/media/2023/10/202310011454754.png
+- post
+- personal
 thumbnail: https://brainsteam.co.uk/media/2023/10/202310011454754.png
+title: Weeknote Week 39 2023
+type: posts
+url: /2023/10/1/weeknote-39
 ---
 
 Another busy week here as "Q3" gives way for "Q4" in the business world. 
diff --git a/brainsteam/content/posts/2023/10/08/weeknote-week-40-20231696772464.md b/brainsteam/content/posts/2023/10/08/weeknote-week-40-20231696772464.md
index 1f2a7f5..3652235 100644
--- a/brainsteam/content/posts/2023/10/08/weeknote-week-40-20231696772464.md
+++ b/brainsteam/content/posts/2023/10/08/weeknote-week-40-20231696772464.md
@@ -1,22 +1,21 @@
 ---
 date: '2023-10-08T13:41:04.117044'
+images:
+- http://brainsteam.co.uk/media/2023/10/08/1696769396_
 post_meta:
 - date
+preview: /social/0bdad955afdd6572b54f930fcd702d2ec3b326a40042b8386269619d022a566a.png
 tags:
 - personal
 - work
 - weeknotes
+thumbnail: http://brainsteam.co.uk/media/2023/10/08/1696769396_
 title: Weeknote Week 40 2023
 type: posts
 url: /posts/2023/10/08/weeknote-week-40-20231696772464
-thumbnail: http://brainsteam.co.uk/media/2023/10/08/1696769396_
-images:
- - http://brainsteam.co.uk/media/2023/10/08/1696769396_
 ---
 
-
-
- <p>This week work has been incredibly busy again - a running theme this time of year.</p>
+<p>This week work has been incredibly busy again - a running theme this time of year.</p>
 <p>On Monday we went to CostCo and spent lots of money bulk-buying things. Although I'm always horrified by the bill at the checkout, I love to come home and calculate how much I've saved versus buying the same product from my local supermarket in small quantities. This time it was about £60 which is pretty good!</p>
 <p>
   On Tuesday I went up to London for an event that our firm put on for our clients and potential clients. I had planned to stay over but found out on the day about a train strike that would have left me stuck in London on Wednesday so I had to change my plans last-minute and come home.
diff --git a/brainsteam/content/posts/2023/10/15/Weeknote CW 41 2023.md b/brainsteam/content/posts/2023/10/15/Weeknote CW 41 2023.md
index eece3bf..c61b0e9 100644
--- a/brainsteam/content/posts/2023/10/15/Weeknote CW 41 2023.md	
+++ b/brainsteam/content/posts/2023/10/15/Weeknote CW 41 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-10-15 21:18:18'
 draft: false
+preview: /social/bbb39d7d0b668f0c5c36caee152f8b20c7f848c865ef787e9447f27d099413b3.png
 tags:
 - weeknotes
 title: Weeknote CW 41 2023
diff --git a/brainsteam/content/posts/2023/10/15/weeknote-cw-41-20231697388830.md b/brainsteam/content/posts/2023/10/15/weeknote-cw-41-20231697388830.md
index 31b2ba2..ccfd8d4 100644
--- a/brainsteam/content/posts/2023/10/15/weeknote-cw-41-20231697388830.md
+++ b/brainsteam/content/posts/2023/10/15/weeknote-cw-41-20231697388830.md
@@ -1,7 +1,12 @@
 ---
 date: '2023-10-15T16:53:50.925844'
+description: in which I accepted an award, attended some conferences and got spooked
+  watching horror shows
+images:
+- https://brainsteam.co.uk/media/2023/10/202310151754184.png
 post_meta:
 - date
+preview: /social/01108072d74628b77ac24cf7cbbb4dc4c52edbe5bc58baaa44068b07b51c11be.png
 tags:
 - personal
 - work
@@ -9,19 +14,13 @@ tags:
 - nlp
 - llms
 - softeng
+thumbnail: https://brainsteam.co.uk/media/2023/10/202310151754184.png
 title: Weeknote CW 41 2023
-description: in which I accepted an award, attended some conferences and got spooked watching horror shows
 type: posts
 url: /posts/2023/10/15/weeknote-cw-41-20231697388830
-thumbnail: https://brainsteam.co.uk/media/2023/10/202310151754184.png
-images:
- - https://brainsteam.co.uk/media/2023/10/202310151754184.png
-
 ---
 
-
-
- <p>This week has been jam packed with traveling, meetings, events and all sorts! For an introvert like me, it's been pretty hard going pretending to be extroverted and interacting with lots of folks.</p>
+<p>This week has been jam packed with traveling, meetings, events and all sorts! For an introvert like me, it's been pretty hard going pretending to be extroverted and interacting with lots of folks.</p>
 <p>The biggest news this week was that my company won another award. A few weeks ago in September we won the CogX award for Best Fintech Company 2023. On Thursday I attended an awards ceremony with my colleague in order to accept the award for<a href="https://thebusinessmagazine.co.uk/business_events/south-coast-tech-awards-2023/"> Best Emerging Tech Company (on the south coast) 2023</a>.</p>
 <p>
 <figure>
diff --git a/brainsteam/content/posts/2023/10/18/Dealing with death-by-a-thousand questions in the workplace.md b/brainsteam/content/posts/2023/10/18/Dealing with death-by-a-thousand questions in the workplace.md
index 7d61d99..bd3804c 100644
--- a/brainsteam/content/posts/2023/10/18/Dealing with death-by-a-thousand questions in the workplace.md	
+++ b/brainsteam/content/posts/2023/10/18/Dealing with death-by-a-thousand questions in the workplace.md	
@@ -3,6 +3,7 @@ categories:
 - Engineering Leadership
 date: '2023-10-18 09:04:00'
 draft: false
+preview: /social/af275426e20e5502ea99e2e1c57bc982d35029722834a22be460e10e760c7423.png
 tags: []
 title: Dealing with death-by-a-thousand questions in the workplace
 type: posts
diff --git a/brainsteam/content/posts/2023/10/18/dealing-with-death-by-a-thousand-questions-at-work1697619891.md b/brainsteam/content/posts/2023/10/18/dealing-with-death-by-a-thousand-questions-at-work1697619891.md
index a5309a3..ddad6aa 100644
--- a/brainsteam/content/posts/2023/10/18/dealing-with-death-by-a-thousand-questions-at-work1697619891.md
+++ b/brainsteam/content/posts/2023/10/18/dealing-with-death-by-a-thousand-questions-at-work1697619891.md
@@ -2,6 +2,7 @@
 date: '2023-10-18T09:04:51.112906'
 post_meta:
 - date
+preview: /social/3c59d0be7234daf04410b2c850eb37a6f12c6ee472ae5a3de4658e51ff7994ce.png
 tags:
 - work
 - leadership
@@ -9,12 +10,9 @@ tags:
 title: Dealing with death-by-a-thousand questions at work
 type: posts
 url: /posts/2023/10/18/dealing-with-death-by-a-thousand-questions-at-work1697619891
-
 ---
 
-
-
- <p>Inundated by 'quick questions' that prevent you from carrying out your main role? Slack has made it very easy to invade your focus time and before slack people would turn up at your desk in the office and say "can I borrow you for a sec...?" </p>
+<p>Inundated by 'quick questions' that prevent you from carrying out your main role? Slack has made it very easy to invade your focus time and before slack people would turn up at your desk in the office and say "can I borrow you for a sec...?" </p>
 <p>The big problem, especially for software engineers and deep knowledge workers, is that these "quick questions" and just being borrowed comes with context switching cost. The person who asked it may not realise that their 2 minute question just cost you half an hour of work time because you need to get back into the zone (or a nerdier analogy - you need to page the contents of your brain out to disk and loading it back into memory is slow work...)</p>
 <p>Here are a few suggestions and anecdotes for dealing with these quick questions from my personal experience.</p>
 <h2>Document Frequently Asked Questions</h2>
diff --git a/brainsteam/content/posts/2023/10/22/weeknote-cw42-20231697959719.md b/brainsteam/content/posts/2023/10/22/weeknote-cw42-20231697959719.md
index 2accaee..16b3a7a 100644
--- a/brainsteam/content/posts/2023/10/22/weeknote-cw42-20231697959719.md
+++ b/brainsteam/content/posts/2023/10/22/weeknote-cw42-20231697959719.md
@@ -1,21 +1,20 @@
 ---
 date: '2023-10-22T07:28:39.904220'
+images:
+- http://brainsteam.co.uk/media/2023/10/22/1697959129_
 post_meta:
 - date
+preview: /social/ae20825ef0ea2111bd72fa781e51b9c21015c83e1ac868dcd9f9948ecab8bc86.png
 tags:
 - weeknote
 - personal
+thumbnail: http://brainsteam.co.uk/media/2023/10/22/1697959129_
 title: Weeknote CW42 2023
 type: posts
 url: /posts/2023/10/22/weeknote-cw42-20231697959719
-thumbnail: http://brainsteam.co.uk/media/2023/10/22/1697959129_
-images:
- - http://brainsteam.co.uk/media/2023/10/22/1697959129_
 ---
 
-
-
- <p>
+<p>
   This week has been much quieter than <a href="https://brainsteam.co.uk/posts/2023/10/15/weeknote-cw-41-20231697388830/">last week</a> which I've been very grateful for as I've needed a bit of time to recharge my introvert brain at home. 
   <br />
 </p>
diff --git a/brainsteam/content/posts/2023/10/28/a-musical-interlude-last-dinner-party-and-dream-theater1698481925.md b/brainsteam/content/posts/2023/10/28/a-musical-interlude-last-dinner-party-and-dream-theater1698481925.md
index 8d38769..6c616c5 100644
--- a/brainsteam/content/posts/2023/10/28/a-musical-interlude-last-dinner-party-and-dream-theater1698481925.md
+++ b/brainsteam/content/posts/2023/10/28/a-musical-interlude-last-dinner-party-and-dream-theater1698481925.md
@@ -1,21 +1,19 @@
 ---
 date: '2023-10-28T08:32:05.908077'
+images:
+- http://brainsteam.co.uk/media/2023/10/28/1698481883_
 post_meta:
 - date
+preview: /social/e5a30feb64391e3caad9de124a2e08065864a96e8ff91f505085e5fcf8dddb49.png
 tags:
 - music
 - personal
+thumbnail: http://brainsteam.co.uk/media/2023/10/28/1698481883_
 title: A Musical Interlude - Last Dinner Party and Dream Theater
 type: posts
 url: /posts/2023/10/28/a-musical-interlude-last-dinner-party-and-dream-theater1698481925
-images:
- - http://brainsteam.co.uk/media/2023/10/28/1698481883_
-thumbnail: http://brainsteam.co.uk/media/2023/10/28/1698481883_
 ---
 
-
-
-
 <p>I really enjoyed reading <a href="https://brainbaking.com/post/2023/10/top-25-best-music-albums-of-all-time/">Wouter's</a> post about his top 25 albums of all time and realised that for someone who mentions music pretty prominently in my bio, I barely talk about it on my blog.</p>
 <p> I might do a top 25 albums post at some point but for now, I am content to share a couple of music updates that excited me this week.</p>
 <p> Firstly, on Wednesday Mike Portnoy announced that he's going to be returning to <a href="https://www.forbes.com/sites/quentinsinger/2023/10/25/drummer-mike-portnoy-has-rejoined-dream-theater/">Dream Theater</a> which is awesome. Mike Mangini who's been drumming for the band since MP left has been doing an admiral job (he was pretty well qualified, previously <a href="https://www.youtube.com/watch?v=e7TzWrKso4I">holding the world record for the highest number of drum beats in a minute - 1203</a>). MP is one of the main creative voices in the band so hopefully, with his return, we might see a return to concept albums like Six Degrees of Inner Turbulence and Metropolis.</p>
diff --git a/brainsteam/content/posts/2023/10/29/Comment_ Once Interrupted_ Give It Your Full Attention.md b/brainsteam/content/posts/2023/10/29/Comment_ Once Interrupted_ Give It Your Full Attention.md
index 033dbff..0e3df4a 100644
--- a/brainsteam/content/posts/2023/10/29/Comment_ Once Interrupted_ Give It Your Full Attention.md	
+++ b/brainsteam/content/posts/2023/10/29/Comment_ Once Interrupted_ Give It Your Full Attention.md	
@@ -3,6 +3,7 @@ categories:
 - Engineering Leadership
 date: '2023-10-29 22:48:23'
 draft: false
+preview: /social/69dc2fd2055e876a933f88381c9382de2a18d3d07b3cccbb27ff5453cfa5c3b9.png
 tags: []
 title: 'Comment: Once Interrupted, Give It Your Full Attention'
 type: posts
diff --git a/brainsteam/content/posts/2023/10/29/Weeknote CW43 2023.md b/brainsteam/content/posts/2023/10/29/Weeknote CW43 2023.md
index 7f6ba0f..9c1e290 100644
--- a/brainsteam/content/posts/2023/10/29/Weeknote CW43 2023.md	
+++ b/brainsteam/content/posts/2023/10/29/Weeknote CW43 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-10-29 19:26:14'
 draft: false
+preview: /social/1c33f09d57cceae2693af29387a2445389ba91292d18b7aa1ef575c14fdeea94.png
 tags:
 - weeknotes
 title: Weeknote CW43 2023
diff --git a/brainsteam/content/posts/2023/10/29/weeknote-cw43-20231698573691.md b/brainsteam/content/posts/2023/10/29/weeknote-cw43-20231698573691.md
index 8ad2bbd..61bf983 100644
--- a/brainsteam/content/posts/2023/10/29/weeknote-cw43-20231698573691.md
+++ b/brainsteam/content/posts/2023/10/29/weeknote-cw43-20231698573691.md
@@ -1,21 +1,20 @@
 ---
 date: '2023-10-29T10:01:31.694257'
+images:
+- http://brainsteam.co.uk/media/2023/10/29/1698571919_.jpg
 post_meta:
 - date
+preview: /social/73e485bcb493edb51e145ce78412b7155a5265f9a43df3f93686667ab427328b.png
 tags:
 - personal
 - weeknote
+thumbnail: http://brainsteam.co.uk/media/2023/10/29/1698571919_.jpg
 title: Weeknote CW43 2023
 type: posts
 url: /posts/2023/10/29/weeknote-cw43-20231698573691
-images:
- - http://brainsteam.co.uk/media/2023/10/29/1698571919_.jpg
-thumbnail: http://brainsteam.co.uk/media/2023/10/29/1698571919_.jpg
 ---
 
-
-
- <figure>
+<figure>
   <img src="http://brainsteam.co.uk/media/2023/10/29/1698571919_.jpg" width="400" alt="the view of a stage from a theatre auditorium. Two people are stood on the stage under blue lighting with smoke effect" />
   <figcaption>We had a great time at Peter Pan goes wrong - lots of silly slapstick</figcaption>
 </figure>
diff --git a/brainsteam/content/posts/2023/10/30/dealing-with-interruption-when-it-arises1698656338.md b/brainsteam/content/posts/2023/10/30/dealing-with-interruption-when-it-arises1698656338.md
index 85b7a7f..a012df3 100644
--- a/brainsteam/content/posts/2023/10/30/dealing-with-interruption-when-it-arises1698656338.md
+++ b/brainsteam/content/posts/2023/10/30/dealing-with-interruption-when-it-arises1698656338.md
@@ -2,18 +2,16 @@
 date: '2023-10-30T08:58:58.894909'
 post_meta:
 - date
+preview: /social/cf10fe2d043c0f98c413b646bd1b9f24c31f153d48fe95b22f727db995fe50f7.png
 tags:
 - leadership
 - psychology
 title: Dealing with Interruption When it Arises
 type: posts
 url: /posts/2023/10/30/dealing-with-interruption-when-it-arises1698656338
-
 ---
 
-
-
- <p>From <a href="https://admiredleadership.substack.com/p/once-interrupted-give-it-your-full">Once Interrupted, Give It Your Full Attention - Admired Leadership</a>:</p>
+<p>From <a href="https://admiredleadership.substack.com/p/once-interrupted-give-it-your-full">Once Interrupted, Give It Your Full Attention - Admired Leadership</a>:</p>
 <blockquote>
   <p>Good leaders do their best to prevent distractions and avoid interruptions. </p>
   <p>...</p>
diff --git a/brainsteam/content/posts/2023/11/01/Going Mainstream with Wordpress.md b/brainsteam/content/posts/2023/11/01/Going Mainstream with Wordpress.md
index a896c48..b19b8da 100644
--- a/brainsteam/content/posts/2023/11/01/Going Mainstream with Wordpress.md	
+++ b/brainsteam/content/posts/2023/11/01/Going Mainstream with Wordpress.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-11-01 20:12:49'
 draft: false
+preview: /social/03e28c5f2ea1242a44ce658803056fff33af9a2413c159ff87d333711f2392f8.png
 tags: []
 title: Going Mainstream with Wordpress
 type: posts
diff --git a/brainsteam/content/posts/2023/11/03/Living with Aphantasia.md b/brainsteam/content/posts/2023/11/03/Living with Aphantasia.md
index 140680f..1f4b9d9 100644
--- a/brainsteam/content/posts/2023/11/03/Living with Aphantasia.md	
+++ b/brainsteam/content/posts/2023/11/03/Living with Aphantasia.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-11-03 11:20:35'
 draft: false
+preview: /social/65721546e1fa1f38ee913c9f87b50cc945429e2bc7d53f2ec7ca4ec2b6b301af.png
 tags:
 - aphantasia
 title: Living with Aphantasia
diff --git a/brainsteam/content/posts/2023/11/05/Weeknote CW 44 2023.md b/brainsteam/content/posts/2023/11/05/Weeknote CW 44 2023.md
index 949048f..a328318 100644
--- a/brainsteam/content/posts/2023/11/05/Weeknote CW 44 2023.md	
+++ b/brainsteam/content/posts/2023/11/05/Weeknote CW 44 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-11-05 17:43:31'
 draft: false
+preview: /social/2d59240623cf9658443f95f602e0ce7bbe1fd1139e8eef1195d676b2e74a20f3.png
 tags: []
 title: Weeknote CW 44 2023
 type: posts
diff --git a/brainsteam/content/posts/2023/11/12/Weeknote CW45 2023.md b/brainsteam/content/posts/2023/11/12/Weeknote CW45 2023.md
index 7c9ebc9..b107ad3 100644
--- a/brainsteam/content/posts/2023/11/12/Weeknote CW45 2023.md	
+++ b/brainsteam/content/posts/2023/11/12/Weeknote CW45 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-11-12 19:58:30'
 draft: false
+preview: /social/fd777a558264f7710ce490a89495eff5a3bfbecd2a07adcfd9d385f0d100e83b.png
 tags:
 - weeknotes
 title: Weeknote CW45 2023
diff --git a/brainsteam/content/posts/2023/11/13/Gastronaut - Fediverse Recipe App.md b/brainsteam/content/posts/2023/11/13/Gastronaut - Fediverse Recipe App.md
index 1118d7a..61988d6 100644
--- a/brainsteam/content/posts/2023/11/13/Gastronaut - Fediverse Recipe App.md	
+++ b/brainsteam/content/posts/2023/11/13/Gastronaut - Fediverse Recipe App.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2023-11-13 20:56:06'
 draft: false
+preview: /social/aca44f77e7aa46d631bdcff6bd35b869400c6943af01b23e06b5dbfb5c3b50be.png
 tags:
 - gastronaut
 title: Gastronaut - Fediverse Recipe App
diff --git a/brainsteam/content/posts/2023/11/18/Gitea Actions and PDM.md b/brainsteam/content/posts/2023/11/18/Gitea Actions and PDM.md
index ff01ab7..78c885b 100644
--- a/brainsteam/content/posts/2023/11/18/Gitea Actions and PDM.md	
+++ b/brainsteam/content/posts/2023/11/18/Gitea Actions and PDM.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2023-11-18 22:44:24'
 draft: false
+preview: /social/a8604cb16d569cb06b3ccc36a7b4bb176df3b6806c3ccf80d3724f9a282bfac9.png
 tags:
 - gitea
 - python
diff --git a/brainsteam/content/posts/2023/11/19/Parsing Ingredient Strings with SpaCy PhraseMatcher.md b/brainsteam/content/posts/2023/11/19/Parsing Ingredient Strings with SpaCy PhraseMatcher.md
index ca9b302..d02775b 100644
--- a/brainsteam/content/posts/2023/11/19/Parsing Ingredient Strings with SpaCy PhraseMatcher.md	
+++ b/brainsteam/content/posts/2023/11/19/Parsing Ingredient Strings with SpaCy PhraseMatcher.md	
@@ -4,6 +4,7 @@ categories:
 - Software Development
 date: '2023-11-19 18:13:40'
 draft: false
+preview: /social/39674c233918be8c5e0a88f08c5729635c5732ed114c2e752519689de467a16a.png
 tags:
 - django
 - gastronaut
diff --git a/brainsteam/content/posts/2023/11/20/Reply_ How moving from AWS to Bare-Metal saved us 230_000_ _yr.md b/brainsteam/content/posts/2023/11/20/Reply_ How moving from AWS to Bare-Metal saved us 230_000_ _yr.md
index 215a62d..6c0c206 100644
--- a/brainsteam/content/posts/2023/11/20/Reply_ How moving from AWS to Bare-Metal saved us 230_000_ _yr.md	
+++ b/brainsteam/content/posts/2023/11/20/Reply_ How moving from AWS to Bare-Metal saved us 230_000_ _yr.md	
@@ -4,6 +4,7 @@ categories:
 - Software Development
 date: '2023-11-20 11:56:36'
 draft: false
+preview: /social/037b1f7831b03dbeb0b6e41d3700185efc34903d9e37e7a961740b2bd26be13e.png
 tags:
 - cloud
 - devops
diff --git a/brainsteam/content/posts/2023/11/24/Medieval Buzzfeed - Debugging Dodgy Datetimes in Pandas and Parquet.md b/brainsteam/content/posts/2023/11/24/Medieval Buzzfeed - Debugging Dodgy Datetimes in Pandas and Parquet.md
index eb86f0f..a030055 100644
--- a/brainsteam/content/posts/2023/11/24/Medieval Buzzfeed - Debugging Dodgy Datetimes in Pandas and Parquet.md	
+++ b/brainsteam/content/posts/2023/11/24/Medieval Buzzfeed - Debugging Dodgy Datetimes in Pandas and Parquet.md	
@@ -3,6 +3,7 @@ categories:
 - Data Science
 date: '2023-11-24 09:19:20'
 draft: false
+preview: /social/28472124cfd8d16c2775f165f45bb9c6759112ee1d541b587d34ec216a5ce15d.png
 tags:
 - pandas
 - python
diff --git a/brainsteam/content/posts/2023/12/04/Data Swamp.md b/brainsteam/content/posts/2023/12/04/Data Swamp.md
index 5c8230d..bfca05c 100644
--- a/brainsteam/content/posts/2023/12/04/Data Swamp.md	
+++ b/brainsteam/content/posts/2023/12/04/Data Swamp.md	
@@ -3,6 +3,7 @@ categories:
 - Data Science
 date: '2023-12-04 14:40:04'
 draft: false
+preview: /social/08825573291b0d6f14c711f2ba28af13e26ba7557348f022676835b15573b427.png
 tags:
 - humour
 title: Data Swamp
diff --git a/brainsteam/content/posts/2023/12/04/Weeknote CW48 2023.md b/brainsteam/content/posts/2023/12/04/Weeknote CW48 2023.md
index 6406726..f01a781 100644
--- a/brainsteam/content/posts/2023/12/04/Weeknote CW48 2023.md	
+++ b/brainsteam/content/posts/2023/12/04/Weeknote CW48 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-04 15:46:20'
 draft: false
+preview: /social/2b48f39a72e0c78b6833b0dd4cc575b095f8dbc1d4ac8849a64b85b057a0b057.png
 tags: []
 title: Weeknote CW48 2023
 type: posts
diff --git a/brainsteam/content/posts/2023/12/05/AI_s Electron.JS Moment_.md b/brainsteam/content/posts/2023/12/05/AI_s Electron.JS Moment_.md
index 12c1124..3ba591f 100644
--- a/brainsteam/content/posts/2023/12/05/AI_s Electron.JS Moment_.md	
+++ b/brainsteam/content/posts/2023/12/05/AI_s Electron.JS Moment_.md	
@@ -4,6 +4,7 @@ categories:
 - Philosophy and Thinking
 date: '2023-12-05 11:59:17'
 draft: false
+preview: /social/78a9406545184b8eae7489bf6e87a8fbbeaefe33cd7913fccacb92d7699d102f.png
 tags:
 - climate
 - genai
diff --git a/brainsteam/content/posts/2023/12/20/NLP in the Post-LLM World.md b/brainsteam/content/posts/2023/12/20/NLP in the Post-LLM World.md
index fc07f08..0d81e28 100644
--- a/brainsteam/content/posts/2023/12/20/NLP in the Post-LLM World.md	
+++ b/brainsteam/content/posts/2023/12/20/NLP in the Post-LLM World.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2023-12-20 06:37:14'
 draft: false
+preview: /social/74dec459b08c7d33313051d560eae8cb93f954c96c2d904514120502112e370a.png
 tags:
 - nlp
 title: NLP in the Post-LLM World
diff --git a/brainsteam/content/posts/2023/12/21/20231221_082f036a.md b/brainsteam/content/posts/2023/12/21/20231221_082f036a.md
index c1dec83..9ea8fff 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_082f036a.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_082f036a.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 tags:
 - read
 title: null
diff --git a/brainsteam/content/posts/2023/12/21/20231221_092d588a.md b/brainsteam/content/posts/2023/12/21/20231221_092d588a.md
index a25f216..c43d282 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_092d588a.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_092d588a.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 tags:
 - read
 title: null
diff --git a/brainsteam/content/posts/2023/12/21/20231221_224cf724.md b/brainsteam/content/posts/2023/12/21/20231221_224cf724.md
index c1dec83..9ea8fff 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_224cf724.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_224cf724.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 tags:
 - read
 title: null
diff --git a/brainsteam/content/posts/2023/12/21/20231221_23f8cf2d.md b/brainsteam/content/posts/2023/12/21/20231221_23f8cf2d.md
index c1dec83..9ea8fff 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_23f8cf2d.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_23f8cf2d.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 tags:
 - read
 title: null
diff --git a/brainsteam/content/posts/2023/12/21/20231221_4cf564b2.md b/brainsteam/content/posts/2023/12/21/20231221_4cf564b2.md
index 2a0a7da..49f6c9e 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_4cf564b2.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_4cf564b2.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 slug: /2023/12/21/653/
 tags:
 - read
diff --git a/brainsteam/content/posts/2023/12/21/20231221_528343a7.md b/brainsteam/content/posts/2023/12/21/20231221_528343a7.md
index e305fdb..53b3b0d 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_528343a7.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_528343a7.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 tags:
 - read
 title: null
diff --git a/brainsteam/content/posts/2023/12/21/20231221_b7956a59.md b/brainsteam/content/posts/2023/12/21/20231221_b7956a59.md
index 9debf26..980c2a4 100644
--- a/brainsteam/content/posts/2023/12/21/20231221_b7956a59.md
+++ b/brainsteam/content/posts/2023/12/21/20231221_b7956a59.md
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-21 15:28:57'
 draft: false
+preview: /social/fe0724521a26ae62090c79d4a4327c3991083b8faf5294ca678bbcd169948524.png
 slug: '653'
 tags:
 - read
diff --git a/brainsteam/content/posts/2023/12/22/Annual Review 2023.md b/brainsteam/content/posts/2023/12/22/Annual Review 2023.md
index 7b016eb..13bfb56 100644
--- a/brainsteam/content/posts/2023/12/22/Annual Review 2023.md	
+++ b/brainsteam/content/posts/2023/12/22/Annual Review 2023.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2023-12-22 11:50:24'
 draft: false
+preview: /social/69aa4a6a35e81a48ace7595715b2e6a0698f823fe24f67e79d042e9fc71e0758.png
 tags:
 - annual-review
 title: Annual Review 2023
diff --git a/brainsteam/content/posts/2023/12/26/Royal Institute Christmas Lecture on AI 2023.md b/brainsteam/content/posts/2023/12/26/Royal Institute Christmas Lecture on AI 2023.md
index 309585d..41207bf 100644
--- a/brainsteam/content/posts/2023/12/26/Royal Institute Christmas Lecture on AI 2023.md	
+++ b/brainsteam/content/posts/2023/12/26/Royal Institute Christmas Lecture on AI 2023.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2023-12-26 18:32:46'
 draft: false
+preview: /social/a28efa76fbf1222862e947b1fb5651322d6912c3d5a6dc763444bda6aca006c4.png
 tags:
 - AI
 - ml
diff --git a/brainsteam/content/posts/2023/12/27/Account Portability in the Social Web.md b/brainsteam/content/posts/2023/12/27/Account Portability in the Social Web.md
index c657f18..6b49972 100644
--- a/brainsteam/content/posts/2023/12/27/Account Portability in the Social Web.md	
+++ b/brainsteam/content/posts/2023/12/27/Account Portability in the Social Web.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2023-12-27 21:16:47'
 draft: false
+preview: /social/15f21998e57b452d674cf68002f691c6332651dfce53d5a3ca031a150e3fb4bc.png
 tags:
 - fediverse
 - indieweb
diff --git a/brainsteam/content/posts/2023/12/28/Can you add AI to the hydraulics system... Seriously_.md b/brainsteam/content/posts/2023/12/28/Can you add AI to the hydraulics system... Seriously_.md
index 115e13b..e15b084 100644
--- a/brainsteam/content/posts/2023/12/28/Can you add AI to the hydraulics system... Seriously_.md	
+++ b/brainsteam/content/posts/2023/12/28/Can you add AI to the hydraulics system... Seriously_.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2023-12-28 16:42:34'
 draft: false
+preview: /social/5bfc278dbcefe4e2a82f8618cb1c65413ab1659f06019665aa759b34cb712172.png
 tags:
 - AI
 - humour
diff --git a/brainsteam/content/posts/2023/12/29/Serving Django inside Docker the Right Way.md b/brainsteam/content/posts/2023/12/29/Serving Django inside Docker the Right Way.md
index f4d55d5..5f8d97b 100644
--- a/brainsteam/content/posts/2023/12/29/Serving Django inside Docker the Right Way.md	
+++ b/brainsteam/content/posts/2023/12/29/Serving Django inside Docker the Right Way.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2023-12-29 14:22:27'
 draft: false
+preview: /social/0b0eb45826a4f5279fb768765757afbdc4813a21b0d023c9f4416345af20465e.png
 tags:
 - django
 - docker
diff --git a/brainsteam/content/posts/2024/01/03/Migrating Users Across Servers With RSync.md b/brainsteam/content/posts/2024/01/03/Migrating Users Across Servers With RSync.md
index 0b381f4..a168a8b 100644
--- a/brainsteam/content/posts/2024/01/03/Migrating Users Across Servers With RSync.md	
+++ b/brainsteam/content/posts/2024/01/03/Migrating Users Across Servers With RSync.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2024-01-03 14:33:37'
 draft: false
+preview: /social/14a16a2a68be7b01ca965aaca2e0de98dcdb13aa979182d6154374274fca727d.png
 tags:
 - linux
 - rsync
diff --git a/brainsteam/content/posts/2024/01/10/Brand Loyalty.md b/brainsteam/content/posts/2024/01/10/Brand Loyalty.md
index 058af99..a3cc0e2 100644
--- a/brainsteam/content/posts/2024/01/10/Brand Loyalty.md	
+++ b/brainsteam/content/posts/2024/01/10/Brand Loyalty.md	
@@ -3,6 +3,7 @@ categories:
 - Philosophy and Thinking
 date: '2024-01-10 21:33:53'
 draft: false
+preview: /social/bf59daed851a650992785c8c191dccb31558800f9fb8a474914f983292f8824b.png
 tags:
 - humour
 - philosophy
diff --git a/brainsteam/content/posts/2024/01/10/TIL_ Accessing Google Storage Buckets with gcloud sdk on an M2 Pro_MacOS 14.2.1.md b/brainsteam/content/posts/2024/01/10/TIL_ Accessing Google Storage Buckets with gcloud sdk on an M2 Pro_MacOS 14.2.1.md
index c2fe793..498c986 100644
--- a/brainsteam/content/posts/2024/01/10/TIL_ Accessing Google Storage Buckets with gcloud sdk on an M2 Pro_MacOS 14.2.1.md	
+++ b/brainsteam/content/posts/2024/01/10/TIL_ Accessing Google Storage Buckets with gcloud sdk on an M2 Pro_MacOS 14.2.1.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2024-01-10 16:11:18'
 draft: false
+preview: /social/2e44b054865df142c6eb66c449de7d9017ab9e86f6d5f7e32d7c8ddc4776f423.png
 tags:
 - python
 - til
diff --git a/brainsteam/content/posts/2024/01/20/Gitea_Forgejo Actions and PostgreSQL Tests.md b/brainsteam/content/posts/2024/01/20/Gitea_Forgejo Actions and PostgreSQL Tests.md
index 79c9fba..a8b9b38 100644
--- a/brainsteam/content/posts/2024/01/20/Gitea_Forgejo Actions and PostgreSQL Tests.md	
+++ b/brainsteam/content/posts/2024/01/20/Gitea_Forgejo Actions and PostgreSQL Tests.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2024-01-20 14:05:07'
 draft: false
+preview: /social/90570600f411b5753ef9dc31b3c46e57c552fc5719219edce9bc16d5c16d0153.png
 tags:
 - ci
 - django
diff --git a/brainsteam/content/posts/2024/01/22/AI Poisoning for everyone_.md b/brainsteam/content/posts/2024/01/22/AI Poisoning for everyone_.md
index 6769305..51afb0c 100644
--- a/brainsteam/content/posts/2024/01/22/AI Poisoning for everyone_.md	
+++ b/brainsteam/content/posts/2024/01/22/AI Poisoning for everyone_.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2024-01-22 09:25:51'
 draft: false
+preview: /social/a1897dc1e8ad652255e6cb785530615a526488426821aaef0a91a872d44e1d11.png
 tags:
 - llms
 - nlp
diff --git a/brainsteam/content/posts/2024/01/25/Supporting the Underdog when it comes to Automated Decision Making and Power Dynamics.md b/brainsteam/content/posts/2024/01/25/Supporting the Underdog when it comes to Automated Decision Making and Power Dynamics.md
index fb3e35a..44be598 100644
--- a/brainsteam/content/posts/2024/01/25/Supporting the Underdog when it comes to Automated Decision Making and Power Dynamics.md	
+++ b/brainsteam/content/posts/2024/01/25/Supporting the Underdog when it comes to Automated Decision Making and Power Dynamics.md	
@@ -4,6 +4,7 @@ categories:
 - Philosophy and Thinking
 date: '2024-01-25 09:33:27'
 draft: false
+preview: /social/76baacf5308792b8feedf6e06572c0f2b97550c8c80a3dff338da35fe46e99cd.png
 tags:
 - AI
 - ethics
diff --git a/brainsteam/content/posts/2024/02/03/January 2024 In Review.md b/brainsteam/content/posts/2024/02/03/January 2024 In Review.md
index 0cbda05..968b5d7 100644
--- a/brainsteam/content/posts/2024/02/03/January 2024 In Review.md	
+++ b/brainsteam/content/posts/2024/02/03/January 2024 In Review.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-02-03 09:38:54'
 draft: false
+preview: /social/56db95265a7bcdab8c3519e7cacf07a193db4ca4772ae37cd6d3a64fe13e2917.png
 tags:
 - MonthlyReview
 title: January 2024 In Review
diff --git a/brainsteam/content/posts/2024/03/04/February 2024 In Review.md b/brainsteam/content/posts/2024/03/04/February 2024 In Review.md
index 7ad183f..0841c4e 100644
--- a/brainsteam/content/posts/2024/03/04/February 2024 In Review.md	
+++ b/brainsteam/content/posts/2024/03/04/February 2024 In Review.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-03-04 21:29:51'
 draft: false
+preview: /social/e45f953f8915309fa2f1ef1f5d4d856feb5bdf46631dd2bad646fbea5e68c96b.png
 tags:
 - MonthlyReview
 title: February 2024 In Review
diff --git a/brainsteam/content/posts/2024/03/17/Broken Sites in Firefox with Proton Pass v1.15.md b/brainsteam/content/posts/2024/03/17/Broken Sites in Firefox with Proton Pass v1.15.md
index bbb3512..0dc0e99 100644
--- a/brainsteam/content/posts/2024/03/17/Broken Sites in Firefox with Proton Pass v1.15.md	
+++ b/brainsteam/content/posts/2024/03/17/Broken Sites in Firefox with Proton Pass v1.15.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2024-03-17 17:41:14'
 draft: false
+preview: /social/d72134cc02ee0a065f1d09ce388aef909583b22c18179728a6434d1d59e81df5.png
 tags:
 - firefox
 - proton
diff --git a/brainsteam/content/posts/2024/03/17/Moving from Gitea to Forgejo including Actions with Docker Compose.md b/brainsteam/content/posts/2024/03/17/Moving from Gitea to Forgejo including Actions with Docker Compose.md
index fb58e5c..48beac7 100644
--- a/brainsteam/content/posts/2024/03/17/Moving from Gitea to Forgejo including Actions with Docker Compose.md	
+++ b/brainsteam/content/posts/2024/03/17/Moving from Gitea to Forgejo including Actions with Docker Compose.md	
@@ -3,6 +3,7 @@ categories:
 - Software Development
 date: '2024-03-17 12:51:07'
 draft: false
+preview: /social/1be2271f3d9f1ee3b75379d2fe6d8d546597acfd8b7a09a0c17a76d7276d77a8.png
 tags:
 - devops
 - docker
diff --git a/brainsteam/content/posts/2024/03/30/Edinburgh 2024.md b/brainsteam/content/posts/2024/03/30/Edinburgh 2024.md
index 910af89..ef3ad8e 100644
--- a/brainsteam/content/posts/2024/03/30/Edinburgh 2024.md	
+++ b/brainsteam/content/posts/2024/03/30/Edinburgh 2024.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-03-30 08:07:03'
 draft: false
+preview: /social/ea2d6e00153a04d3a9c09a7fd59493f9fcb82c1331ac8572d4fcaff4b373a74d.png
 tags:
 - food
 - travel
diff --git a/brainsteam/content/posts/2024/04/02/Finding the Best AI-Powered Handwriting OCR.md b/brainsteam/content/posts/2024/04/02/Finding the Best AI-Powered Handwriting OCR.md
index 9b96841..a009a2a 100644
--- a/brainsteam/content/posts/2024/04/02/Finding the Best AI-Powered Handwriting OCR.md	
+++ b/brainsteam/content/posts/2024/04/02/Finding the Best AI-Powered Handwriting OCR.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2024-04-02 18:25:27'
 draft: false
+preview: /social/c74bf6001273ea580e35f9267f221c8600059a5dd1469a2c8a25c11bae5140e5.png
 tags:
 - AI
 - llms
diff --git a/brainsteam/content/posts/2024/04/07/March 2024 In Review.md b/brainsteam/content/posts/2024/04/07/March 2024 In Review.md
index aaa1c49..0729059 100644
--- a/brainsteam/content/posts/2024/04/07/March 2024 In Review.md	
+++ b/brainsteam/content/posts/2024/04/07/March 2024 In Review.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-04-07 15:41:04'
 draft: false
+preview: /social/463b2927570757de342c89d20256dd2c62c11a0069ff9677397af662671a1578.png
 tags:
 - MonthlyReview
 title: March 2024 In Review
diff --git a/brainsteam/content/posts/2024/04/20/Self-hosting Llama 3 on a home server.md b/brainsteam/content/posts/2024/04/20/Self-hosting Llama 3 on a home server.md
index 34c4572..a7278c9 100644
--- a/brainsteam/content/posts/2024/04/20/Self-hosting Llama 3 on a home server.md	
+++ b/brainsteam/content/posts/2024/04/20/Self-hosting Llama 3 on a home server.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2024-04-20 19:38:12'
 draft: false
+preview: /social/930f1cf60ee4788d6e42f7c6f71b00da2a20103597b8423b4c5b6643f1e336ca.png
 tags:
 - AI
 - llama
diff --git a/brainsteam/content/posts/2024/04/26/Can Phi3 and Llama3 Do Biology_.md b/brainsteam/content/posts/2024/04/26/Can Phi3 and Llama3 Do Biology_.md
index c1ac823..f8be066 100644
--- a/brainsteam/content/posts/2024/04/26/Can Phi3 and Llama3 Do Biology_.md	
+++ b/brainsteam/content/posts/2024/04/26/Can Phi3 and Llama3 Do Biology_.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2024-04-26 13:41:42'
 draft: false
+preview: /social/ad0f037fd86ff71b1ec6e5666a7863e97631e271915f4daddd13b98a0ba950d5.png
 tags:
 - AI
 - llms
diff --git a/brainsteam/content/posts/2024/05/01/LLMs Can_t Do Probability.md b/brainsteam/content/posts/2024/05/01/LLMs Can_t Do Probability.md
index 638c5e9..da6a8c7 100644
--- a/brainsteam/content/posts/2024/05/01/LLMs Can_t Do Probability.md	
+++ b/brainsteam/content/posts/2024/05/01/LLMs Can_t Do Probability.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2024-05-01 10:13:15'
 draft: false
+preview: /social/835976747bdc7356a02b38364203c7cc94ff026b449280575e168cebcc7d6ca0.png
 tags: []
 title: LLMs Can't Do Probability
 type: posts
diff --git a/brainsteam/content/posts/2024/05/07/LLMs_ To Fine-Tune or Not to Fine-Tune_.md b/brainsteam/content/posts/2024/05/07/LLMs_ To Fine-Tune or Not to Fine-Tune_.md
index ab6c688..b3bcbbb 100644
--- a/brainsteam/content/posts/2024/05/07/LLMs_ To Fine-Tune or Not to Fine-Tune_.md	
+++ b/brainsteam/content/posts/2024/05/07/LLMs_ To Fine-Tune or Not to Fine-Tune_.md	
@@ -4,6 +4,7 @@ categories:
 - Data Science
 date: '2024-05-07 11:19:07'
 draft: false
+preview: /social/07163089a2ae982833a871702d1cb802922e7027711b4313a3a522ebbea609c5.png
 tags:
 - AI
 - llms
diff --git a/brainsteam/content/posts/2024/07/08/Ditch that ChatGPT Subscription_ Moving to Pay-as-you-Go AI usage with Open Web UI.md b/brainsteam/content/posts/2024/07/08/Ditch that ChatGPT Subscription_ Moving to Pay-as-you-Go AI usage with Open Web UI.md
index 888d6ff..c44aa5e 100644
--- a/brainsteam/content/posts/2024/07/08/Ditch that ChatGPT Subscription_ Moving to Pay-as-you-Go AI usage with Open Web UI.md	
+++ b/brainsteam/content/posts/2024/07/08/Ditch that ChatGPT Subscription_ Moving to Pay-as-you-Go AI usage with Open Web UI.md	
@@ -4,6 +4,7 @@ categories:
 - Software Development
 date: '2024-07-08 10:09:36'
 draft: false
+preview: /social/81d69668733cbddbfde048a64310f263ea3795951c83b2ea0e7d5b2b2b6fd95b.png
 tags:
 - AI
 - docker
diff --git a/brainsteam/content/posts/2024/07/21/A Personal Experiment with Coffee_ Walking and Anxiety.md b/brainsteam/content/posts/2024/07/21/A Personal Experiment with Coffee_ Walking and Anxiety.md
index ca69c86..be35933 100644
--- a/brainsteam/content/posts/2024/07/21/A Personal Experiment with Coffee_ Walking and Anxiety.md	
+++ b/brainsteam/content/posts/2024/07/21/A Personal Experiment with Coffee_ Walking and Anxiety.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-07-21 11:19:04'
 draft: false
+preview: /social/a424414c60167186d64d611f30237fbae4bddb2cd838c1e6a2cae27405fbba17.png
 tags:
 - anxiety
 - coffee
diff --git a/brainsteam/content/posts/2024/07/29/GenAI and the Trough of Disillusionment.md b/brainsteam/content/posts/2024/07/29/GenAI and the Trough of Disillusionment.md
index 83e9f80..d1866ad 100644
--- a/brainsteam/content/posts/2024/07/29/GenAI and the Trough of Disillusionment.md	
+++ b/brainsteam/content/posts/2024/07/29/GenAI and the Trough of Disillusionment.md	
@@ -3,6 +3,7 @@ categories:
 - AI and Machine Learning
 date: '2024-07-29 21:18:00'
 draft: false
+preview: /social/523050b4aba92c037b23302c7d83bb02f25bd116766ec18dcba7de109e32c1d9.png
 tags:
 - linkblog
 title: GenAI and the Trough of Disillusionment
diff --git a/brainsteam/content/posts/2024/08/02/Watched_ Long Legs.md b/brainsteam/content/posts/2024/08/02/Watched_ Long Legs.md
index e37b837..bc7ba8e 100644
--- a/brainsteam/content/posts/2024/08/02/Watched_ Long Legs.md	
+++ b/brainsteam/content/posts/2024/08/02/Watched_ Long Legs.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-08-02 23:45:03'
 draft: false
+preview: /social/7879d8e9628ff27e90f22ec7bd6889ea397f0eb7f708623ac75a5153ef4a6aad.png
 tags:
 - movies
 title: 'Watched: Long Legs'
diff --git a/brainsteam/content/posts/2024/08/03/Migrating from Linear to Jira.md b/brainsteam/content/posts/2024/08/03/Migrating from Linear to Jira.md
index a21cc7c..ea0d038 100644
--- a/brainsteam/content/posts/2024/08/03/Migrating from Linear to Jira.md	
+++ b/brainsteam/content/posts/2024/08/03/Migrating from Linear to Jira.md	
@@ -3,6 +3,7 @@ categories:
 - Uncategorised
 date: '2024-08-03 10:11:37'
 draft: true
+preview: /social/6666f86580ef694acdf03972e19b6d1262560b090c3796cde95baa604175986e.png
 tags: []
 title: Migrating from Linear to Jira
 type: posts
diff --git a/brainsteam/content/posts/2024/08/11/Watched_ Trap.md b/brainsteam/content/posts/2024/08/11/Watched_ Trap.md
index c1664c7..80d13e7 100644
--- a/brainsteam/content/posts/2024/08/11/Watched_ Trap.md	
+++ b/brainsteam/content/posts/2024/08/11/Watched_ Trap.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-08-11 19:32:28'
 draft: false
+preview: /social/57fe38b3a66194c0ee9878ade39371bd18da832a93122ddfea24b2b88e114bcd.png
 tags:
 - movies
 title: 'Watched: Trap'
diff --git a/brainsteam/content/posts/2024/08/18/Visiting Bletchley Park.md b/brainsteam/content/posts/2024/08/18/Visiting Bletchley Park.md
index 1aa272b..3dba976 100644
--- a/brainsteam/content/posts/2024/08/18/Visiting Bletchley Park.md	
+++ b/brainsteam/content/posts/2024/08/18/Visiting Bletchley Park.md	
@@ -3,6 +3,7 @@ categories:
 - Personal
 date: '2024-08-18 21:59:38'
 draft: false
+preview: /social/6eada8bf0d030a58460685b1ec035f68a0d2acf375cf4158e9f6633a7ba2aab5.png
 tags:
 - museums
 - trips
diff --git a/brainsteam/content/posts/2024/08/25/Morning People.md b/brainsteam/content/posts/2024/08/25/Morning People.md
index 08222e9..ff892db 100644
--- a/brainsteam/content/posts/2024/08/25/Morning People.md	
+++ b/brainsteam/content/posts/2024/08/25/Morning People.md	
@@ -3,6 +3,7 @@ categories:
 - Uncategorised
 date: '2024-08-25 14:53:51'
 draft: true
+preview: /social/6be7d2faa17e90e11d2174594ce2ecb8dd8834f281db98c98b3f4cf8e59fde25.png
 tags: []
 title: Morning People
 type: posts
diff --git a/brainsteam/content/posts/2024/08/27/wicked.md b/brainsteam/content/posts/2024/08/27/wicked.md
index c217ae2..fcf1a4a 100644
--- a/brainsteam/content/posts/2024/08/27/wicked.md
+++ b/brainsteam/content/posts/2024/08/27/wicked.md
@@ -5,9 +5,9 @@ date: '2024-08-27 21:14:00'
 draft: true
 photo:
 - url: /media/1724789671358_97acb306.jpg
+preview: /social/e43a991767493c10ff8951169bde2b49bea11c8c9437fc41d5a8b8e348219050.png
 tags: []
 title: wicked
 type: posts
 url: /
----
-
+---
\ No newline at end of file
diff --git a/brainsteam/content/posts/2024/08/29/Data Export in Bulk inside your CI Pipeline With Sling.md b/brainsteam/content/posts/2024/08/29/Data Export in Bulk inside your CI Pipeline With Sling.md
index 7a0a2f4..90f7950 100644
--- a/brainsteam/content/posts/2024/08/29/Data Export in Bulk inside your CI Pipeline With Sling.md	
+++ b/brainsteam/content/posts/2024/08/29/Data Export in Bulk inside your CI Pipeline With Sling.md	
@@ -1,15 +1,16 @@
 ---
 categories:
-  - Data Science
-date: "2024-08-29 16:24:57"
+- Data Science
+date: '2024-08-29 16:24:57'
 draft: false
+mp-syndicate-to:
+- https://brid.gy/publish/mastodon
+preview: /social/198b15316223396a703f375d409f26ba2d38b2da2d3953e5c7da87a5a76a1eaf.png
 tags:
-  - database
-  - elt
+- database
+- elt
 title: Data Export in Bulk inside your CI Pipeline With Sling
 type: posts
-mp-syndicate-to:
-  - https://brid.gy/publish/mastodon
 url: /2024/08/29/data-export-in-bulk-inside-your-ci-pipeline-with-sling/
 ---
 
@@ -297,4 +298,4 @@ streams:
 
 <!-- wp:paragraph -->
 <p>Sling is a really powerful yet very lightweight tool for doing database data sync. It's been really great to be able to vastly simplify our company's data sync offering and stop having to set up expensive servers for every customer that needs this functionality. Hopefully this post is useful to others looking to try out sling. If you're interested in the tool check out their <a href="https://docs.slingdata.io/">documentation</a>, <a href="https://github.com/slingdata-io/sling-cli">github page</a>. The maintainer Fritz is very responsive and active when it comes to issues and the project discord chat so those are also great resources if you have any questions.</p>
-<!-- /wp:paragraph -->
+<!-- /wp:paragraph -->
\ No newline at end of file
diff --git a/brainsteam/content/posts/2024/09/05/Running Phi MoE 3.5 on Macbook Pro.md b/brainsteam/content/posts/2024/09/05/Running Phi MoE 3.5 on Macbook Pro.md
index faff5ac..bb8ce25 100644
--- a/brainsteam/content/posts/2024/09/05/Running Phi MoE 3.5 on Macbook Pro.md	
+++ b/brainsteam/content/posts/2024/09/05/Running Phi MoE 3.5 on Macbook Pro.md	
@@ -1,16 +1,17 @@
 ---
 categories:
-  - AI and Machine Learning
-date: "2024-09-05 14:17:39"
+- AI and Machine Learning
+date: '2024-09-05 14:17:39'
 draft: false
+mp-syndicate-to:
+- https://brid.gy/publish/mastodon
+- https://brid.gy/publish/twitter
+preview: /social/9aac0f5100daa912b410b08ae56d8f21038b327f8672ae3dcb6eddea75ccaba8.png
 tags:
-  - AI
-  - llms
+- AI
+- llms
 title: Running Phi MoE 3.5 on Macbook Pro
 type: posts
-mp-syndicate-to:
-  - https://brid.gy/publish/mastodon
-  - https://brid.gy/publish/twitter
 url: /2024/09/05/runing-phi-moe-3-5-on-macbook-pro/
 ---
 
@@ -151,4 +152,4 @@ On the right is the response which describes the mountain in the picture that wa
 
 <!-- wp:paragraph -->
 <p></p>
-<!-- /wp:paragraph -->
+<!-- /wp:paragraph -->
\ No newline at end of file
diff --git a/brainsteam/content/posts/2024/10/06-10-24-heysham.md b/brainsteam/content/posts/2024/10/06-10-24-heysham.md
index d6014f5..320d838 100644
--- a/brainsteam/content/posts/2024/10/06-10-24-heysham.md
+++ b/brainsteam/content/posts/2024/10/06-10-24-heysham.md
@@ -1,11 +1,12 @@
 ---
 categories:
-  - personal
-date: "2024-10-06 16:33:37"
+- personal
+date: '2024-10-06 16:33:37'
 draft: false
+preview: /social/02f038fbd6efcb5f03fde1f6edc8c8af66698f99bc829a47ef95ee26e992b6cf.png
 tags:
-  - personal
-  - memories
+- personal
+- memories
 title: Recalling a visit to a nuclear power plant
 type: posts
 url: /2024/10/06/visiting-heysham-power-station-90s/
@@ -25,4 +26,4 @@ I must have been about 6 or 7 years old at the time of this visit. According to
 
 ### Heysham Nuclear Power Plant in 2024
 
-[Heysham 1](https://www.edfenergy.com/energy/power-stations/heysham-1) and [Heysham-2](https://www.edfenergy.com/energy/power-stations/heysham-2) are still generating power today. They are due to be de-commissioned in 2026 and 2028 respectively. Apparently [you can still visit the public visitors' centre](https://www.visitlancashire.com/things-to-do/edf-heysham-power-stations-visitor-centre-p846010) but only by appointment (I seem to recall just turning up back in the day but perhaps my parents did arrange it ahead-of-time). I imagine that, as of writing, the animatronic kitchen appliances have long been retired.
+[Heysham 1](https://www.edfenergy.com/energy/power-stations/heysham-1) and [Heysham-2](https://www.edfenergy.com/energy/power-stations/heysham-2) are still generating power today. They are due to be de-commissioned in 2026 and 2028 respectively. Apparently [you can still visit the public visitors' centre](https://www.visitlancashire.com/things-to-do/edf-heysham-power-stations-visitor-centre-p846010) but only by appointment (I seem to recall just turning up back in the day but perhaps my parents did arrange it ahead-of-time). I imagine that, as of writing, the animatronic kitchen appliances have long been retired.
\ No newline at end of file
diff --git a/brainsteam/content/posts/legacy/2015-06-28-bedford-place-vintage-festival.md b/brainsteam/content/posts/legacy/2015-06-28-bedford-place-vintage-festival.md
index 534f617..4907b6f 100644
--- a/brainsteam/content/posts/legacy/2015-06-28-bedford-place-vintage-festival.md
+++ b/brainsteam/content/posts/legacy/2015-06-28-bedford-place-vintage-festival.md
@@ -4,6 +4,7 @@ date: 2015-06-28 10:36:28+00:00
 format: video
 post_meta:
 - date
+preview: /social/33fa1159440a195c1ae6683cd1df1ccb6a7799e3f2b018fb995919f62eeac572.png
 tags:
 - lindyhop
 title: Bedford Place Vintage Festival
diff --git a/brainsteam/content/posts/legacy/2015-06-28-tidying-up-xml-in-one-click.md b/brainsteam/content/posts/legacy/2015-06-28-tidying-up-xml-in-one-click.md
index ff4021f..2dffce0 100644
--- a/brainsteam/content/posts/legacy/2015-06-28-tidying-up-xml-in-one-click.md
+++ b/brainsteam/content/posts/legacy/2015-06-28-tidying-up-xml-in-one-click.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-06-28 10:24:33+00:00
 post_meta:
 - date
+preview: /social/e899177cd0eed8ffe63cdc3155319b51d261bc84ebf89f74605f8639ad10e46c.png
 tags:
 - phd
 - sapienta
diff --git a/brainsteam/content/posts/legacy/2015-07-15-sssplit-improvements.md b/brainsteam/content/posts/legacy/2015-07-15-sssplit-improvements.md
index 5bca341..bc65150 100644
--- a/brainsteam/content/posts/legacy/2015-07-15-sssplit-improvements.md
+++ b/brainsteam/content/posts/legacy/2015-07-15-sssplit-improvements.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-07-15 19:33:29+00:00
 post_meta:
 - date
+preview: /social/62d3f438a593c937683d801ed10407122bcd28a35483824cd76103b18dc8610c.png
 tags:
 - phd
 - demo
diff --git a/brainsteam/content/posts/legacy/2015-08-30-cusp-challenge-week-2015.md b/brainsteam/content/posts/legacy/2015-08-30-cusp-challenge-week-2015.md
index 25e4952..0acc9e5 100644
--- a/brainsteam/content/posts/legacy/2015-08-30-cusp-challenge-week-2015.md
+++ b/brainsteam/content/posts/legacy/2015-08-30-cusp-challenge-week-2015.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-08-30 16:52:59+00:00
 post_meta:
 - date
+preview: /social/980b32c63eea161d6393f9854eed0e096f49c9e4d77e9279ebebdfbe749ff2dc.png
 tags:
 - phd
 title: CUSP Challenge Week 2015
diff --git a/brainsteam/content/posts/legacy/2015-10-22-a-week-in-austin-tx-watson-labs.md b/brainsteam/content/posts/legacy/2015-10-22-a-week-in-austin-tx-watson-labs.md
index e448f8b..c3259a0 100644
--- a/brainsteam/content/posts/legacy/2015-10-22-a-week-in-austin-tx-watson-labs.md
+++ b/brainsteam/content/posts/legacy/2015-10-22-a-week-in-austin-tx-watson-labs.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-10-22 18:10:57+00:00
 post_meta:
 - date
+preview: /social/f62030652ceaa1375b25e3afc521dab6f19c7924dbfe9238482dac889c47af1a.png
 tags:
 - watson
 - work
diff --git a/brainsteam/content/posts/legacy/2015-11-01-sapienta-web-service-and-cli.md b/brainsteam/content/posts/legacy/2015-11-01-sapienta-web-service-and-cli.md
index c5f7ec9..80e9011 100644
--- a/brainsteam/content/posts/legacy/2015-11-01-sapienta-web-service-and-cli.md
+++ b/brainsteam/content/posts/legacy/2015-11-01-sapienta-web-service-and-cli.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-01 19:50:52+00:00
 post_meta:
 - date
+preview: /social/a408936c1a77d59e52ebfbfeafc121e1de1b66b372c8eb8c4d0b31a9f87dfb9b.png
 tags:
 - docker
 - partridge
diff --git a/brainsteam/content/posts/legacy/2015-11-02-keynote-at-yds-2015-information-discovery-partridge-and-watson.md b/brainsteam/content/posts/legacy/2015-11-02-keynote-at-yds-2015-information-discovery-partridge-and-watson.md
index 02ee24b..adbef1d 100644
--- a/brainsteam/content/posts/legacy/2015-11-02-keynote-at-yds-2015-information-discovery-partridge-and-watson.md
+++ b/brainsteam/content/posts/legacy/2015-11-02-keynote-at-yds-2015-information-discovery-partridge-and-watson.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-02 21:07:28+00:00
 post_meta:
 - date
+preview: /social/91e11b726881c285989e44ff7ef761250382e291b1f657a5b5505540ee7a89b6.png
 tags:
 - work
 - information extraction
diff --git a/brainsteam/content/posts/legacy/2015-11-16-retrieve-and-rank-and-python.md b/brainsteam/content/posts/legacy/2015-11-16-retrieve-and-rank-and-python.md
index 75f81b8..81fa241 100644
--- a/brainsteam/content/posts/legacy/2015-11-16-retrieve-and-rank-and-python.md
+++ b/brainsteam/content/posts/legacy/2015-11-16-retrieve-and-rank-and-python.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-16 18:25:39+00:00
 post_meta:
 - date
+preview: /social/5bcdeca578d9c0cb1133552100f5d730f034bb2c026cfcd2651a82785cd36bc8.png
 tags:
 - work
 - python
diff --git a/brainsteam/content/posts/legacy/2015-11-17-spellchecking-in-retrieve-and-rank.md b/brainsteam/content/posts/legacy/2015-11-17-spellchecking-in-retrieve-and-rank.md
index 2ef2344..30f89f2 100644
--- a/brainsteam/content/posts/legacy/2015-11-17-spellchecking-in-retrieve-and-rank.md
+++ b/brainsteam/content/posts/legacy/2015-11-17-spellchecking-in-retrieve-and-rank.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-17 21:41:09+00:00
 post_meta:
 - date
+preview: /social/0b4b017b3fb6b36b3c48b72fd744ab10b01dc723d8c9ec4414e9aa308b8c5494.png
 tags:
 - watson
 - work
diff --git a/brainsteam/content/posts/legacy/2015-11-21-scrolling-in-elasticsearch.md b/brainsteam/content/posts/legacy/2015-11-21-scrolling-in-elasticsearch.md
index 795035c..de7593e 100644
--- a/brainsteam/content/posts/legacy/2015-11-21-scrolling-in-elasticsearch.md
+++ b/brainsteam/content/posts/legacy/2015-11-21-scrolling-in-elasticsearch.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-21 09:41:19+00:00
 post_meta:
 - date
+preview: /social/97eab1d7cc4bf7b96f7830bad4da0657cf106a6637c3f5a63f15825547136dc4.png
 tags:
 - elasticsearch
 - python
diff --git a/brainsteam/content/posts/legacy/2015-11-22-freecite-python-wrapper.md b/brainsteam/content/posts/legacy/2015-11-22-freecite-python-wrapper.md
index 12a3fc6..d294dc6 100644
--- a/brainsteam/content/posts/legacy/2015-11-22-freecite-python-wrapper.md
+++ b/brainsteam/content/posts/legacy/2015-11-22-freecite-python-wrapper.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-22 19:20:19+00:00
 post_meta:
 - date
+preview: /social/1a65634434407ae7c136921ba0433925f19de5309385815e338260baf2858ade.png
 tags:
 - python
 - rcuk
diff --git a/brainsteam/content/posts/legacy/2015-11-28-watson-home-automation.md b/brainsteam/content/posts/legacy/2015-11-28-watson-home-automation.md
index ad81ab3..1262015 100644
--- a/brainsteam/content/posts/legacy/2015-11-28-watson-home-automation.md
+++ b/brainsteam/content/posts/legacy/2015-11-28-watson-home-automation.md
@@ -4,6 +4,7 @@ categories: null
 date: 2015-11-28 10:57:14+00:00
 post_meta:
 - date
+preview: /social/e59fcb10f9efd2a774ea051b35df95ace999c9a8c5cbeaa2e5e5b01a1a57d4b9.png
 tags:
 - automation
 - iot
diff --git a/brainsteam/content/posts/legacy/2015-11-29-elasticsearch-turning-analysis-off-and-why-its-useful.md b/brainsteam/content/posts/legacy/2015-11-29-elasticsearch-turning-analysis-off-and-why-its-useful.md
index 1ce31cd..ef07af0 100644
--- a/brainsteam/content/posts/legacy/2015-11-29-elasticsearch-turning-analysis-off-and-why-its-useful.md
+++ b/brainsteam/content/posts/legacy/2015-11-29-elasticsearch-turning-analysis-off-and-why-its-useful.md
@@ -3,6 +3,7 @@ author: James
 date: 2015-11-29 14:59:06+00:00
 post_meta:
 - date
+preview: /social/cc3038203e23cca40103212b3f8d7b2e535613b231adecd2b67d86b1ce6ba3d0.png
 tags:
 - elasticsearch
 - python
diff --git a/brainsteam/content/posts/legacy/2016-03-29-cognitive-quality-assurance-an-introduction.md b/brainsteam/content/posts/legacy/2016-03-29-cognitive-quality-assurance-an-introduction.md
index 6c75fbd..e65d92b 100644
--- a/brainsteam/content/posts/legacy/2016-03-29-cognitive-quality-assurance-an-introduction.md
+++ b/brainsteam/content/posts/legacy/2016-03-29-cognitive-quality-assurance-an-introduction.md
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 - quality assurance
diff --git a/brainsteam/content/posts/legacy/2016-05-01-ibm-watson-its-for-data-scientists-too.md b/brainsteam/content/posts/legacy/2016-05-01-ibm-watson-its-for-data-scientists-too.md
index 3cc458a..99363c7 100644
--- a/brainsteam/content/posts/legacy/2016-05-01-ibm-watson-its-for-data-scientists-too.md
+++ b/brainsteam/content/posts/legacy/2016-05-01-ibm-watson-its-for-data-scientists-too.md
@@ -5,6 +5,7 @@ medium_post:
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diff --git a/brainsteam/content/posts/legacy/2016-05-29-cognitive-quality-assurance-pt-2-performance-metrics.md b/brainsteam/content/posts/legacy/2016-05-29-cognitive-quality-assurance-pt-2-performance-metrics.md
index 01ded5a..4173e7f 100644
--- a/brainsteam/content/posts/legacy/2016-05-29-cognitive-quality-assurance-pt-2-performance-metrics.md
+++ b/brainsteam/content/posts/legacy/2016-05-29-cognitive-quality-assurance-pt-2-performance-metrics.md
@@ -6,6 +6,7 @@ medium_post:
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diff --git a/brainsteam/content/posts/legacy/2016-06-05-blackgangpi-a-raspberry-pi-hack-at-blackgang-chine.md b/brainsteam/content/posts/legacy/2016-06-05-blackgangpi-a-raspberry-pi-hack-at-blackgang-chine.md
index ac9d073..afce5f1 100644
--- a/brainsteam/content/posts/legacy/2016-06-05-blackgangpi-a-raspberry-pi-hack-at-blackgang-chine.md
+++ b/brainsteam/content/posts/legacy/2016-06-05-blackgangpi-a-raspberry-pi-hack-at-blackgang-chine.md
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diff --git a/brainsteam/content/posts/legacy/2016-11-12-the-builder-the-salesman-and-the-property-tycoon.md b/brainsteam/content/posts/legacy/2016-11-12-the-builder-the-salesman-and-the-property-tycoon.md
index 74ebcc3..3a2c8bb 100644
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+++ b/brainsteam/content/posts/legacy/2016-11-12-the-builder-the-salesman-and-the-property-tycoon.md
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diff --git a/brainsteam/content/posts/legacy/2016-11-23-timetrack-a-simple-time-tracking-application-for-developers.md b/brainsteam/content/posts/legacy/2016-11-23-timetrack-a-simple-time-tracking-application-for-developers.md
index ce87810..6bd7cba 100644
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diff --git a/brainsteam/content/posts/legacy/2016-11-27-we-need-to-talk-about-push-notifications-and-why-i-stopped-wearing-my-smartwatch.md b/brainsteam/content/posts/legacy/2016-11-27-we-need-to-talk-about-push-notifications-and-why-i-stopped-wearing-my-smartwatch.md
index 2a06388..6588507 100644
--- a/brainsteam/content/posts/legacy/2016-11-27-we-need-to-talk-about-push-notifications-and-why-i-stopped-wearing-my-smartwatch.md
+++ b/brainsteam/content/posts/legacy/2016-11-27-we-need-to-talk-about-push-notifications-and-why-i-stopped-wearing-my-smartwatch.md
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diff --git a/brainsteam/content/posts/legacy/2016-12-08-ai-cant-solve-all-our-problems-but-that-doesnt-mean-it-isnt-intelligent.md b/brainsteam/content/posts/legacy/2016-12-08-ai-cant-solve-all-our-problems-but-that-doesnt-mean-it-isnt-intelligent.md
index bc01731..1b25621 100644
--- a/brainsteam/content/posts/legacy/2016-12-08-ai-cant-solve-all-our-problems-but-that-doesnt-mean-it-isnt-intelligent.md
+++ b/brainsteam/content/posts/legacy/2016-12-08-ai-cant-solve-all-our-problems-but-that-doesnt-mean-it-isnt-intelligent.md
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diff --git a/brainsteam/content/posts/legacy/2016-12-10-timetrack-improvements.md b/brainsteam/content/posts/legacy/2016-12-10-timetrack-improvements.md
index 7919753..34f9616 100644
--- a/brainsteam/content/posts/legacy/2016-12-10-timetrack-improvements.md
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diff --git a/brainsteam/content/posts/legacy/2017-06-05-exploring-web-archive-data-cdx-files.md b/brainsteam/content/posts/legacy/2017-06-05-exploring-web-archive-data-cdx-files.md
index 110effa..d5d604d 100644
--- a/brainsteam/content/posts/legacy/2017-06-05-exploring-web-archive-data-cdx-files.md
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diff --git a/brainsteam/content/posts/legacy/2017-07-25-dialect-sensitive-topic-models.md b/brainsteam/content/posts/legacy/2017-07-25-dialect-sensitive-topic-models.md
index f2b9985..9fde90e 100644
--- a/brainsteam/content/posts/legacy/2017-07-25-dialect-sensitive-topic-models.md
+++ b/brainsteam/content/posts/legacy/2017-07-25-dialect-sensitive-topic-models.md
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diff --git a/brainsteam/content/posts/legacy/2017-08-03-182.md b/brainsteam/content/posts/legacy/2017-08-03-182.md
index dd32aae..8e99fa3 100644
--- a/brainsteam/content/posts/legacy/2017-08-03-182.md
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diff --git a/brainsteam/content/posts/legacy/2017-08-11-machine-learning-and-hardware-requirements.md b/brainsteam/content/posts/legacy/2017-08-11-machine-learning-and-hardware-requirements.md
index 5a9b41a..c0c1b79 100644
--- a/brainsteam/content/posts/legacy/2017-08-11-machine-learning-and-hardware-requirements.md
+++ b/brainsteam/content/posts/legacy/2017-08-11-machine-learning-and-hardware-requirements.md
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 tags:
 - machine learning
 title: Machine Learning and Hardware Requirements
diff --git a/brainsteam/content/posts/legacy/2017-11-12-spacy-spark-nlp-big.md b/brainsteam/content/posts/legacy/2017-11-12-spacy-spark-nlp-big.md
index c08cb49..5f7a5ee 100644
--- a/brainsteam/content/posts/legacy/2017-11-12-spacy-spark-nlp-big.md
+++ b/brainsteam/content/posts/legacy/2017-11-12-spacy-spark-nlp-big.md
@@ -1,11 +1,12 @@
 ---
 author: James
-date: 2017-11-12T00:00:00+00:00
+date: 2017-11-12 00:00:00+00:00
 draft: true
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diff --git a/brainsteam/content/posts/legacy/2018-01-27-how-i-became-a-gopher.md b/brainsteam/content/posts/legacy/2018-01-27-how-i-became-a-gopher.md
index 021f256..fe98fb1 100644
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diff --git a/brainsteam/content/posts/legacy/2018-03-21-re-using-machine-learning-models-and-the-no-free-lunch-theorem.md b/brainsteam/content/posts/legacy/2018-03-21-re-using-machine-learning-models-and-the-no-free-lunch-theorem.md
index 263314f..34e87b8 100644
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diff --git a/brainsteam/content/posts/legacy/2018-04-05-phd-mini-sabbaticals.md b/brainsteam/content/posts/legacy/2018-04-05-phd-mini-sabbaticals.md
index eee36d9..ec78936 100644
--- a/brainsteam/content/posts/legacy/2018-04-05-phd-mini-sabbaticals.md
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diff --git a/brainsteam/content/posts/legacy/2018-04-13-programmatically-downloading-open-access-papers.md b/brainsteam/content/posts/legacy/2018-04-13-programmatically-downloading-open-access-papers.md
index 725cfe1..a875b9e 100644
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@@ -6,6 +6,7 @@ medium_post:
 - O:11:"Medium_Post":11:{s:16:"author_image_url";s:69:"https://cdn-images-1.medium.com/fit/c/200/200/0*naYvMn9xdbL5qlkJ.jpeg";s:10:"author_url";s:30:"https://medium.com/@jamesravey";s:11:"byline_name";N;s:12:"byline_email";N;s:10:"cross_link";s:2:"no";s:2:"id";s:12:"9cbbb57ab932";s:21:"follower_notification";s:3:"yes";s:7:"license";s:19:"all-rights-reserved";s:14:"publication_id";s:2:"-1";s:6:"status";s:6:"public";s:3:"url";s:91:"https://medium.com/@jamesravey/programmatically-downloading-open-access-papers-9cbbb57ab932";}
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 tags:
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 - scientific papers
diff --git a/brainsteam/content/posts/legacy/2018-05-13-gpus-are-not-just-for-images-any-more.md b/brainsteam/content/posts/legacy/2018-05-13-gpus-are-not-just-for-images-any-more.md
index e901f74..2460551 100644
--- a/brainsteam/content/posts/legacy/2018-05-13-gpus-are-not-just-for-images-any-more.md
+++ b/brainsteam/content/posts/legacy/2018-05-13-gpus-are-not-just-for-images-any-more.md
@@ -6,6 +6,7 @@ medium_post:
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 tags:
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diff --git a/brainsteam/content/posts/legacy/2018-10-18-dont-forget-your-life-jacket-the-dangers-of-diving-in-deep-at-the-deep-end-with-deep-learning.md b/brainsteam/content/posts/legacy/2018-10-18-dont-forget-your-life-jacket-the-dangers-of-diving-in-deep-at-the-deep-end-with-deep-learning.md
index 1ba786b..39127e4 100644
--- a/brainsteam/content/posts/legacy/2018-10-18-dont-forget-your-life-jacket-the-dangers-of-diving-in-deep-at-the-deep-end-with-deep-learning.md
+++ b/brainsteam/content/posts/legacy/2018-10-18-dont-forget-your-life-jacket-the-dangers-of-diving-in-deep-at-the-deep-end-with-deep-learning.md
@@ -6,6 +6,7 @@ medium_post:
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 tags:
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 - PhD
diff --git a/brainsteam/content/posts/legacy/2018-10-20-uploading-huge-files-to-gitea.md b/brainsteam/content/posts/legacy/2018-10-20-uploading-huge-files-to-gitea.md
index abf771d..22fe5f5 100644
--- a/brainsteam/content/posts/legacy/2018-10-20-uploading-huge-files-to-gitea.md
+++ b/brainsteam/content/posts/legacy/2018-10-20-uploading-huge-files-to-gitea.md
@@ -5,6 +5,7 @@ medium_post:
 - O:11:"Medium_Post":11:{s:16:"author_image_url";N;s:10:"author_url";N;s:11:"byline_name";N;s:12:"byline_email";N;s:10:"cross_link";s:2:"no";s:2:"id";N;s:21:"follower_notification";s:3:"yes";s:7:"license";s:19:"all-rights-reserved";s:14:"publication_id";s:2:"-1";s:6:"status";s:4:"none";s:3:"url";N;}
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 tags:
 - devops
 - docker
diff --git a/brainsteam/content/posts/legacy/2018-11-07-why-is-tmux-crashing-on-start.md b/brainsteam/content/posts/legacy/2018-11-07-why-is-tmux-crashing-on-start.md
index 54f8ef0..f762f0d 100644
--- a/brainsteam/content/posts/legacy/2018-11-07-why-is-tmux-crashing-on-start.md
+++ b/brainsteam/content/posts/legacy/2018-11-07-why-is-tmux-crashing-on-start.md
@@ -5,6 +5,7 @@ medium_post:
 - O:11:"Medium_Post":11:{s:16:"author_image_url";N;s:10:"author_url";N;s:11:"byline_name";N;s:12:"byline_email";N;s:10:"cross_link";s:2:"no";s:2:"id";N;s:21:"follower_notification";s:3:"yes";s:7:"license";s:19:"all-rights-reserved";s:14:"publication_id";s:2:"-1";s:6:"status";s:4:"none";s:3:"url";N;}
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 tags:
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diff --git a/brainsteam/content/posts/legacy/2018-12-09-🤐🤐can-bots-keep-secrets-the-future-of-chatbot-security-and-conversational-hacks.md b/brainsteam/content/posts/legacy/2018-12-09-🤐🤐can-bots-keep-secrets-the-future-of-chatbot-security-and-conversational-hacks.md
index 51bc892..946dd16 100644
--- a/brainsteam/content/posts/legacy/2018-12-09-🤐🤐can-bots-keep-secrets-the-future-of-chatbot-security-and-conversational-hacks.md
+++ b/brainsteam/content/posts/legacy/2018-12-09-🤐🤐can-bots-keep-secrets-the-future-of-chatbot-security-and-conversational-hacks.md
@@ -5,6 +5,7 @@ medium_post:
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 - date
+preview: /social/75649786f1fe80e8f5e15fbc595cdc207a443978d3fb7d47992993c4bc4997bd.png
 tags:
 - machine-learning
 - chatbots
diff --git a/brainsteam/content/posts/legacy/2019-01-06-applied-ai-in-2019.md b/brainsteam/content/posts/legacy/2019-01-06-applied-ai-in-2019.md
index d017685..c371079 100644
--- a/brainsteam/content/posts/legacy/2019-01-06-applied-ai-in-2019.md
+++ b/brainsteam/content/posts/legacy/2019-01-06-applied-ai-in-2019.md
@@ -6,6 +6,7 @@ medium_post:
 - O:11:"Medium_Post":11:{s:16:"author_image_url";s:69:"https://cdn-images-1.medium.com/fit/c/200/200/0*naYvMn9xdbL5qlkJ.jpeg";s:10:"author_url";s:30:"https://medium.com/@jamesravey";s:11:"byline_name";N;s:12:"byline_email";N;s:10:"cross_link";s:3:"yes";s:2:"id";s:12:"d1473c0a48ca";s:21:"follower_notification";s:3:"yes";s:7:"license";s:19:"all-rights-reserved";s:14:"publication_id";s:12:"6fc55de34f53";s:6:"status";s:6:"public";s:3:"url";s:62:"https://medium.com/@jamesravey/applied-ai-in-2019-d1473c0a48ca";}
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 - date
+preview: /social/8e185c83412720e9645dd63367c734ed72697e7d7001d5c3ae4d818cd25b1799.png
 tags:
 - AI
 - Work
diff --git a/brainsteam/content/posts/legacy/2019-01-15-spacy-link-or-how-not-to-keep-downloading-the-same-files-over-and-over.md b/brainsteam/content/posts/legacy/2019-01-15-spacy-link-or-how-not-to-keep-downloading-the-same-files-over-and-over.md
index 37ceba4..e45ad8e 100644
--- a/brainsteam/content/posts/legacy/2019-01-15-spacy-link-or-how-not-to-keep-downloading-the-same-files-over-and-over.md
+++ b/brainsteam/content/posts/legacy/2019-01-15-spacy-link-or-how-not-to-keep-downloading-the-same-files-over-and-over.md
@@ -5,6 +5,7 @@ medium_post:
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 - date
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 tags:
 - nlp
 - python
diff --git a/brainsteam/content/posts/legacy/2019-04-24-why-im-excited-about-kubernetes-google-anthos-the-future-of-enterprise-ai-deployment.md b/brainsteam/content/posts/legacy/2019-04-24-why-im-excited-about-kubernetes-google-anthos-the-future-of-enterprise-ai-deployment.md
index 045837b..a468a13 100644
--- a/brainsteam/content/posts/legacy/2019-04-24-why-im-excited-about-kubernetes-google-anthos-the-future-of-enterprise-ai-deployment.md
+++ b/brainsteam/content/posts/legacy/2019-04-24-why-im-excited-about-kubernetes-google-anthos-the-future-of-enterprise-ai-deployment.md
@@ -6,6 +6,7 @@ medium_post:
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 - date
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 tags:
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diff --git a/brainsteam/content/posts/legacy/2019-06-20-how-can-ai-practitioners-reduce-our-carbon-footprint.md b/brainsteam/content/posts/legacy/2019-06-20-how-can-ai-practitioners-reduce-our-carbon-footprint.md
index 38fcd8a..860d963 100644
--- a/brainsteam/content/posts/legacy/2019-06-20-how-can-ai-practitioners-reduce-our-carbon-footprint.md
+++ b/brainsteam/content/posts/legacy/2019-06-20-how-can-ai-practitioners-reduce-our-carbon-footprint.md
@@ -6,6 +6,7 @@ medium_post:
 - O:11:"Medium_Post":11:{s:16:"author_image_url";N;s:10:"author_url";N;s:11:"byline_name";N;s:12:"byline_email";N;s:10:"cross_link";N;s:2:"id";N;s:21:"follower_notification";N;s:7:"license";N;s:14:"publication_id";N;s:6:"status";N;s:3:"url";N;}
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 - date
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 tags:
 - AI
 - climate catastrophe
diff --git a/brainsteam/content/posts/legacy/2020-02-02-pytorch-1-x-x-and-pipenv-and-specific-versions-of-cuda.md b/brainsteam/content/posts/legacy/2020-02-02-pytorch-1-x-x-and-pipenv-and-specific-versions-of-cuda.md
index 93eb7bb..a857429 100644
--- a/brainsteam/content/posts/legacy/2020-02-02-pytorch-1-x-x-and-pipenv-and-specific-versions-of-cuda.md
+++ b/brainsteam/content/posts/legacy/2020-02-02-pytorch-1-x-x-and-pipenv-and-specific-versions-of-cuda.md
@@ -5,6 +5,7 @@ medium_post:
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 tags:
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diff --git a/brainsteam/content/posts/legacy/2020-09-04-dark-recommendation-engines-algorithmic-curation-as-part-of-a-healthy-information-diet.md b/brainsteam/content/posts/legacy/2020-09-04-dark-recommendation-engines-algorithmic-curation-as-part-of-a-healthy-information-diet.md
index 31371e3..bb93b83 100644
--- a/brainsteam/content/posts/legacy/2020-09-04-dark-recommendation-engines-algorithmic-curation-as-part-of-a-healthy-information-diet.md
+++ b/brainsteam/content/posts/legacy/2020-09-04-dark-recommendation-engines-algorithmic-curation-as-part-of-a-healthy-information-diet.md
@@ -6,6 +6,7 @@ medium_post:
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diff --git a/brainsteam/content/posts/legacy/2020-11-27-dvc-and-backblaze-b2-for-reliable-reproducible-data-science.md b/brainsteam/content/posts/legacy/2020-11-27-dvc-and-backblaze-b2-for-reliable-reproducible-data-science.md
index e4818ec..87c0ce6 100644
--- a/brainsteam/content/posts/legacy/2020-11-27-dvc-and-backblaze-b2-for-reliable-reproducible-data-science.md
+++ b/brainsteam/content/posts/legacy/2020-11-27-dvc-and-backblaze-b2-for-reliable-reproducible-data-science.md
@@ -6,6 +6,7 @@ medium_post:
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 tags:
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