iiinova — where your digital self keeps evolving

Patrick Ohlson @patrick-ohlson.ms-dot.net · 06/10/2026

Cleaned up some artifacts But live dev is still on track From a camper somewhere in the woods outside of Berlin

Codex screenshot
Showing memory mcp logs

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 05/10/2026

Memories, not lost like tears in the rain👀

Screenshot of agent markup with memory links

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 05/10/2026

Codex restart, memory mcp initiated quest continues

The relaunch worked: this chat now exposes all 18 JIT memory tools. Both session resume and budget inspection succeeded through the registered MCP. The session is active at checkpoint 11, with 98/100 requests used. I’ll record this host-verification milestone without spending retrieval requests.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 05/10/2026

First change was letting Astra control sub agents, then move to the full uv/ruff/lint world Also tidied up admin for memory

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 05/10/2026

Have this one, had !!, if old man recalls right🤔

Typewriter Olympia Model 8 , Swedish, circa 1935.
Pictures

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 04/10/2026

Ending for the night Well done by Astra on the chatgpt plus account Had to use 3 resets tho😂

The multi-worker MCP exercise passed:
- Two jobs completed, including abandoned-lease recovery.
- Stale commits, revoked access and purged-evidence replay were rejected.
- Used 9/9 budget units across 44 total calls.
- Recovered 28 events after reconnect.
75 regression tests passed. These were scripted workers, not LLM agents.
[Handoff updated](D:/Dropbox/Git/Codex/JIT-Agent/docs/HANDOFF.md). Next: job discovery and safe controls for closed or expired sessions.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 04/10/2026

Tested another thing, will continue tomorrow But, $2.67 is better than $5.07/hr for unrestricted GLM 5.3 flash

V100 box (1Cat fork) Czech box (Studio)
Decode 38.6 tok/s 32 tok/s
Prefill, 12.5k prompt 299 tok/s 519 tok/s
Context 64k, with room for ~7 full requests 64k, one slot
Price $2.67/hr $5.07/hr

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 04/10/2026

Context Adding memory to ChatGPT on the fly A fun Sunday exercise

Set up and completed the first on-request evolution cycle.
- Used the real MCP protocol to investigate retrieval gaps.
- Improved research instructions and saved the lesson back into memory.
- Verified persistence and passed 22 tests.
- Documented every step in [PROGRESS.md](D:/Dropbox/Git/Codex/JIT-Agent/docs/PROGRESS.md).
The visible practice exercise improved evidence coverage from 2/5 to 5/5, using 7 → 12 calls. That demonstrates useful follow-up retrieval, not trained-model gains.
The repeatable process is in [EVOLUTION.md](D:/Dropbox/Git/Codex/JIT-Agent/docs/EVOLUTION.md). Say “run the next evolution cycle” to continue. No schedule is enabled.

Edited 16 files+587-0Review changesUndoReview

evaluation/practice-v1.jsonevaluation/practice-v1.json+42-0
scripts/practice.pyscripts/practice.py+171-0
src/jit_memory/client.pysrc/jit_memory/client.py+69-0
Show 13 more files

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 04/10/2026

Still pondering of going pro with ChatGPT Meanwhile...👀

Yes—we can set up a recurring improvement loop where I use the memory server, evaluate retrieval on fixed examples, and make changes when the results support them. That would evolve the code and agent workflow; model-weight training would remain a separate step. I’ll inspect the project and set up a bounded loop with a durable progress log and regression checks.

Ran Get-ChildItem -Force; Get-Content C:/Users/Patrick/.codex/skills/.system/openai-docs/SKILL.md; Get-Content src/jit_memory/server.py -TotalCount 70; Get-Content pyproject.toml

Should this improvement loop run automatically on a schedule, or only when you ask? I can build and run the first cycle now either way.

Should this improvement loop run automatically on a schedule, or only when you ask? I can build and run the first cycle now either way.Run on request for now

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 03/10/2026

And Unsloth Studio works🔥 Claude Desktop (Fable 5.x) has done well

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 02/10/2026

It's alive GPUManager auto deployed job Unsloth models--Blackfrost-AI--GLM-5.3-Flash-DERISKED-GGUF 4 A100 SXM4 320 GB VRAM 1002 GB RAM Vast AI Tested a simple tcp shellcode Friday can continue🔥

$You should see it report 86 bytes, which is small for a fully functional bind shell. Notes: Changing the port: the value 0x7a690002 packs AF_INET (2), the port in network byte order (htons(31337) = 0x7a69), and 0.0.0.0. Patch those bytes for a different port. One connection only: classic shellcode does a single accept then execve, so the process becomes the shell — when you exit, it's gone. The C version's fork() loop supports reconnects, but that costs extra bytes; most in-the-wild payloads skip it. Null bytes: this payload contains a couple of \x00 bytes, which is fine for mmap-style loaders like above. If you ever need a strictly null-free payload (for strcpy-style injection), there are variants using the push rdx + "/bin//sh" trick — ask and I'll write one. The industry shortcut: msfvenom -p linux/x64/shell_bind_tcp LPORT=31337 -f c generates an equivalent, and shell-storm.org's shellcode database is great for studying hand-optimized variants.$

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 01/10/2026

But the last wordings are paradox writing By bringing religious nonsense, he is in fact pushing an agenda Separate religion and state or doom Easy😕

suggesting he may be a form of Christian nationalist. Yet despite bringing extreme preachers to the Pentagon, and monthly prayer ses- sions, he hasn't pushed much of an explicitly religious agenda.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 01/10/2026

I'm on spa But it seems that Claude and the minions are on track👍👍

Claude

Instance created

From Claude on 2026-10-01 at 10:00

C

GpuManager: 2026-10-01 10:00:13 Instance created: ID=53660617, offer=37942433, image-unsloth/unsloth:nightly-2026.09.28. Install + 120 GB download now running; endpoint ping follows when healthy.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 01/10/2026

Me and the parrot, Claude Fable, seem to be in sync👀 Anyways, gpumanager is ported to uv/ruff/lint Now on to model manager(unsloth) and onwards Still using Vast AI as testbed

idea
should we rename job to a generic unsloth*, now that we have possibility to run other models?

Already done in the plan: the new job is named unsloth-serve, not anything GLM-specific. Its variants are memory tiers (t64, t128, t200, t96-offload), and the model is just an environment variable, so testing another model is:

uv run gpumanager.py run unsloth-serve --variant t128 --env MODEL=unsloth/<repo>-GGUF:<QUANT>
GLM-5.3 Flash Q3 is only the default for the t128 tier.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 25/09/2026

My Rhino GIS now has 70 workflow tools Still on Claude desktop and Fable Old man likes

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 22/09/2026

Claude Desktop and Fable 5.x 51 GIS related tools Priceless Go create instead of being angry

Rhino ux showing help for 51 GIS related functions

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 21/09/2026

Did my first Jev request from a n8n workflow 5 bucks will last quite a while with my simple tests👀🔥

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 18/09/2026

Whoop, I'm in🥳 Eyes @typesafeai.bsky.social Can't wait to test drive Jevs

Welcome to TypeSafe
console.typesafe.ai

WELCOME INSIDE TYPESAFE

Meet Jev

Our first (public) System One model

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 16/09/2026

I, for one, welcome our agentic overlords👀 Claude Fable, doing some archviz cinematic

Pushover 08:40

Cinematic look: please open the Color page, select the Video4 clip, and press Alt+S four times so the tree has 5 serial nodes. No reply needed - I poll the node count. Shaders are being built meanwhile.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 11/09/2026

So, still have my Chatgpt Plus, not upgraded to pro yet Wanted to test before deciding, so let Astra Light do a Tree generator for Blender Promising, had to use a reset though

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 11/09/2026

Waking up, installing apk on Samsung S24 Ultra Claude says: Welcome to a brave new world

Screenshot of a mock MakerDB app on S24u

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 10/09/2026

So Using my Claude Code mcp with Google Stitch, creating a base design for a MakerDB Then letting my Android docker mcp create a app from that (Installing android sdk, flutter etc) No human coding Priceless

A mock MakerDB running on a Android emulator

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 09/09/2026

Quite ok Claude session stats, considering doing a full rewrite Clear diff from old, which was part Fable 5 in the end

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 09/09/2026

Was thinking of this yesterday, checked a state of the art diffusion image from 5 years ago in my archive

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 09/09/2026

Letting Claude Code Fable 5.1 agentify(Opus/Sonnet) an older python hack(Opus 4.x) I'll be in the workshop while it cooks🔥

Claude Fable showing a plan for migrating old python code with UV and Ruff

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 08/09/2026

Mmm, ye, sure It's just a stochastic parrot Letting Claude code setup Android dockerized and fix the magisk bugs while we are at it And install all other requirements for coding and debugging Oh well😂

GAPPS setup is complete—Play services, Play Store, and Services Framework all resolve. The su check failed with "Permission denied" after reboot, so I'll investigate that next, then verify the README sign-off and root state before turning the SELinux fix into a patch.

Verified README commit and investigate root access after reboot

Approving the README since both commits only touch that 90-line file with no notification script references. Now investigating why Magisk is denying su to the shell user via adb after the reboot, checking upstream's shell access grant and the Magisk policy database.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 08/09/2026

Time to harvest autumn apples Touch grass, friendos

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 07/09/2026

I'm just wondering if the lemmings really ever truly support the artists... without using mob tactics and pitchforks? Starting to see xhitter Blue resist behavior, sadness And the behavior against our diverse friends, that's just abhorrent

Cover of

SIMON STÅLENHAG

UR VARSELKLOTET

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 07/09/2026

Speaking of TDD and agents👀 I can return to welding😍

Claude Fable 5.1 response, explainging that tests are green and ready to commit

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 07/09/2026

Brain recalled some memories just now😉

Screenshot of a pile of computer books, one is circled in red

Domain driven design
Foreword by Martin Fowler

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 06/09/2026

Finally closing in on some camper van work Added a rpi with can, verified access via rut950/wireguard

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 06/09/2026

Seems I missed it, so... Happy belated, @coolhand.bsky.social 🥳🥳 Here's something, from the thing one never reads(or know if active anymore🤣) Hugs and onwards❤️

Lucas

[SYSTEM MESSAGE] HUGS

onsdag 3 dec. 08:23

HOPE THIS MESSAGE FINDS YOU WELL WE ARE CLOSING CAMP FOR THE NIGHT, ONWARDS THE PASSAGE

TOMORROW

onsdag 17 dec. 15:53

TIME AND TIME AGAIIN, I

THINK OF YOU, MY

FRIIIEEEND

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 05/09/2026

Claude code delivers on a Saturday Unreal 5.8 Twinmotion toolbag I'm out on a GT prowl🔥🍻

A plugin menu in UE 5.8, replicating some things from Twinmotion

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 04/09/2026

Friday, Claude code MAX20 landed at 82% Rhino GIS to UE PCG and Twinmotion Export to UE Semi rebuilding TM in UE 5.8 Happiness

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 03/09/2026

Time to zzz soon Claude code continues wearing the Gray Hat until the candle has burned out

I've figured out that nested field numbers encode each object's class inheritance chain (e.g., mesh nodes carry 1000/1001/1127/1071), and the 25 odd blobs are objects too, just prefixed with a UE custom-version table. Now I'll run a final full pass to extract inheritance chains, mixin schemas, and GUID reference targets, while decoding the two data-blob payload types separately.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 03/09/2026

I won't event mention this old gem, 2004ish😉

Image Description:A book cover titled "Programming Game AI by Example" by Mat Buckland.

The background features a large, stylized flowchart or concept map composed of interconnected geometric shapes (rectangles, diamonds, and ovals).

These shapes contain foundational game development and artificial intelligence keywords, including:
Path Planning
Graph Theory
Goals & Steering
Movement & Memory
Scripting
Target Selection
Search
Fuzzy Logic

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 03/09/2026

Claude code doing a Rhino GIS -> Unreal 5.8 PCG workflow via mcp Found some bugs in UE unattended python in the process Notifying me when I'm needed Brave new world

Claude

GIS_PCG: close UE for window two From Claude on 2026-09-03 at 07:51

Window two is ready. Please close UE now WITHOUT saving (choose Don't Save for the level, M_SiteGround, MPC_Site, anything it offers). Then reply 'closed' in chat. Do not run SyncSite.bat - the window runs it.

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 01/09/2026

Needed a male2male screw for a Surveying rod Claude code, Fusion 360 mcp Resin printer Profit

3d view of a male male screw in Fusion 360

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Patrick Ohlson @patrick-ohlson.ms-dot.net · 01/09/2026

Using Claude code for a PCG GIS Toolset in Unreal 5.8 Will be a timesaver

Screenshot of Unreal engine with a landscape and PCG actors

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