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Totto

@javatotto

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07.12.2023
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Latest posts by Totto @javatotto

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GitHub - Cantara/kcp-commands Contribute to Cantara/kcp-commands development by creating an account on GitHub.

There's a prescription for that 💊 kcp-commands pre-injects CLI tool syntax before each call + filters output noise after — saves ~33% of a 200K context window per session.
github.com/Cantara/kcp-commands

04.03.2026 11:27 👍 0 🔁 0 💬 0 📌 0

kcp-commands gave Claude Code a 33% context window recovery by priming CLI commands.

Same idea, different boundary: opencode-kcp-plugin does it for OpenCode — injects a knowledge.yaml map into the system prompt, cuts explore-agent tool calls 73–80%.

npm install opencode-kcp-plugin

#opencode

03.03.2026 13:45 👍 0 🔁 0 💬 0 📌 0
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GitHub - Cantara/knowledge-context-protocol Contribute to Cantara/knowledge-context-protocol development by creating an account on GitHub.

🧵 llms.txt solves "what docs exist." We've been working on what comes after.

Agents need more: which doc to load first, what depends on what, whether content is stale. We drafted KCP — a knowledge.yaml manifest that sits alongside llms.txt

github.com/cantara/knowledge-context-protocol

25.02.2026 14:50 👍 1 🔁 0 💬 0 📌 0
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Synthesis: The Seven-Day Evolution | Thor Henning Hetland Two months. Two builds. Two kinds of velocity.  January: lib-pcb. 197,831 lines in 11 days. Brute force. AI executing at scale. Fast. February: Synthesis. 84,692 lines in 7 days. The codebase fed...

www.linkedin.com/feed/update/...

20.02.2026 17:58 👍 0 🔁 0 💬 0 📌 0
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Working on Synthesis..

18.02.2026 08:10 👍 0 🔁 0 💬 0 📌 0
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#tgif | Thor Henning Hetland It’s Friday… So Here Comes a Heartfelt Sigh – #TGIF I’m not someone who usually comments on politics — at all. I’ve always preferred to focus on building products, companies, and teams. But over t...

www.linkedin.com/posts/thorhe...

12.12.2025 11:22 👍 0 🔁 0 💬 0 📌 0
Sign in - Google Accounts

I've made an updated GenAI version: notebooklm.google.com/notebook/c37...

11.11.2025 11:19 👍 0 🔁 0 💬 0 📌 0

So the Oslo University Hospital group that got caught doing illegal research on trans minors actually applied for an exemption to privacy regulations and got denied... THREE TIMES!

Then went ahead and tried to be sneaky about it anyway!

11.11.2025 08:25 👍 328 🔁 85 💬 6 📌 6
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#softwaredevelopment #projecthabits #psychologyofwork #deliverymindset | Thor Henning Hetland In 2017, I wrote a short piece out of frustration — a kind of street-smart survival guide for developers tired of missing deadlines. This week, I thought it would be fun going all-in GenAI on it, so ...

www.linkedin.com/feed/update/...

10.11.2025 17:40 👍 0 🔁 0 💬 0 📌 0
Video thumbnail

ust sharing a fun, fictional video I made to illustrate AI-assisted development.

Title: “Ghost in the Repo.”

What guardrails do you use for AI-generated code — mandatory review? policy in CI? something else?

#engineering #AIinDev #MLOps #platformengineering

04.11.2025 10:26 👍 0 🔁 0 💬 0 📌 0
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Totto on X: "Halloween scare for me this morning… I woke up to the echoes of a runaway LLM… run-away costs... cross-system consequences.... customer impact... ghost in the machine? Happy Halloween!! https://t.co/4hlDtc5gJI" / X Halloween scare for me this morning… I woke up to the echoes of a runaway LLM… run-away costs... cross-system consequences.... customer impact... ghost in the machine? Happy Halloween!! https://t.co/4hlDtc5gJI

x.com/javatotto/st...

31.10.2025 13:37 👍 0 🔁 0 💬 0 📌 0
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Halloween scare for me this morning… I woke up to the echoes of a runaway LLM loop… run-away costs... cross-system consequences.... customer impact... ghost in the machine? Happy Halloween!! ... Halloween scare for me this morning… I woke up to the echoes of a runaway LLM loop… run-away costs... cross-system consequences.... customer impact... ghost in the machine? Happy Halloween!!

www.linkedin.com/posts/thorhe...

31.10.2025 10:30 👍 0 🔁 0 💬 0 📌 0

Halloween-scare for meg i morges... jeg våknet til ekkoene av en løpsk llm-loop... 👹

31.10.2025 07:33 👍 0 🔁 0 💬 1 📌 0
Project Heimdall Launch | Propulse NTNU
Project Heimdall Launch | Propulse NTNU YouTube video by Propulse NTNU

Ronja og Propulse er snart klar for å fyre... www.youtube.com/watch?v=Znsz...

14.10.2025 11:14 👍 0 🔁 0 💬 0 📌 0

I should probably do some updated stuff in English too

19.09.2025 17:46 👍 2 🔁 0 💬 1 📌 0

hehe

I could go on and on and on on this topic...

19.09.2025 17:34 👍 1 🔁 0 💬 0 📌 0
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I’ve always envied creative people—artists, designers, the folks who seem to conjure something from nothing. People like me felt outside that club: practical, analytical, good at solving problems… | T... I’ve always envied creative people—artists, designers, the folks who seem to conjure something from nothing. People like me felt outside that club: practical, analytical, good at solving problems, but...

TGIF reflections :slightly_smiling_face: www.linkedin.com/posts/thorhe...

19.09.2025 07:07 👍 0 🔁 0 💬 0 📌 0
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#temporalgraphs #graphdatabases #xorceryaaa #dataviz #analytics #salary #exoreaction | Thor Henning Hetland I got inspired by Tommy Odlands work on kode24’s salary stats (https://lnkd.in/dnvCtzhS) today and ran a quick what-if deep dive. How would this look like as a temporal graph in Xorcery AAA? I qui...

www.linkedin.com/feed/update/...

17.09.2025 16:31 👍 0 🔁 0 💬 0 📌 0

Yeah, I've been MIA for a long time here.. I have to do better..

16.09.2025 16:41 👍 0 🔁 0 💬 0 📌 0

Sorry guys... I kinda fell out of bluesky over the summer without realising it... but I'm back :P

16.09.2025 15:57 👍 1 🔁 0 💬 0 📌 0

From working with APIs for a long time and now MVP and similar... I'm waiting for the killer blog post "How to write APIs for AI"....

14.04.2025 18:39 👍 0 🔁 0 💬 0 📌 0

initial results looks very promising, and I see a lot more value in leveraging deeper understanding like the Quadim skill definitions (which is a graph) and also leveraging the users real skill and experience data points into the Agent...
1/2

09.04.2025 18:27 👍 0 🔁 0 💬 0 📌 0

OK... what have I been doing this week... apart of the boring admin/CTO stuff... I've experienced implementing MCP on top of a RAG for one of the Quadim Core services (skills/skill definitions) - and I've made an initial AI Agent to drive different skill-oriented use cases and needs... 1/2

09.04.2025 18:26 👍 0 🔁 0 💬 1 📌 0
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Refactoring Myself: How LLMs Changed My Coding Habits | Thor Henning Hetland I've been reflecting a little...

I've been reflecting a little of how GenAI have changed my way of developing software..

www.linkedin.com/feed/update/...

08.04.2025 10:05 👍 0 🔁 0 💬 0 📌 0
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06:50 - the best way to start a working day :)

05.02.2025 13:36 👍 0 🔁 0 💬 0 📌 0

I've just discovered a very useful way to leverage GenAI/LLMs while coding... writing good README.md files :P

04.02.2025 08:35 👍 0 🔁 0 💬 0 📌 0

I had an interesting reflection today - leveraging GenAI/LLMs in software development changes the dynamics and economics in software development. I.e. tasks we did not afford (ie huge amount of pretty simple code) is now easy/fast/cheap to have GenAI create, especially if it is mostly one-off code

30.01.2025 09:32 👍 0 🔁 0 💬 0 📌 0
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Working with LLMs in software development is an interesting journey... Here Claude think it is an expensive resource in software development...

29.01.2025 16:56 👍 0 🔁 0 💬 0 📌 0
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Mutt (email client) - Wikipedia

My first, I think, was to mutt (en.wikipedia.org/wiki/Mutt_(e... probably in 1996 or 1997 - or maybe it was to elm around the same time...

17.12.2024 21:18 👍 1 🔁 0 💬 0 📌 0

Tpday it is... Response failure, please try again. Error message: {"type":"error","error":{"type":"rate_limit_error","message":"This request would exceed your organization’s rate limit of 80,000 input tokens per minute.

11.12.2024 12:52 👍 0 🔁 0 💬 0 📌 0