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Parametric learning in your code harness.
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Commits on simplify-single-pool

cameron.stream
Harden correction hygiene and separate renderer tests.
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cameron.stream
Teach corrections through reviewed reasoning traces.
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cameron.stream
Rename /bad to /correction and retry misses with the teacher.
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cameron.stream
Remove /train smoke; keep a rollback sampler after each run.
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cameron.stream
Keep one hosted sampler per project; rename /train smoke to /train run.
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cameron.stream
Simplify to a single trace pool and harden training and validation
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cameron.stream
Mark Qwen3.8-27B as vision in the Tinker chat catalog.
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cameron.stream
Remove Letta Code from main; keep Pi Tinker work on main.
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cameron.stream
docs: add repository agent guide
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cameron.stream
docs: preregister behavior release BR-001
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cameron.stream
chore: release 0.3.0 v0.3.0
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cameron.stream
ci: run example and package tests
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cameron.stream
fix: provision Python in Tangled CI
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cameron.stream
docs: update installation instructions
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cameron.stream
feat: harden Project Euler agent training gates
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cameron.stream
feat: add minimal-sft example with recorded run
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cameron.stream
fix: headless report mirroring, sft --epochs, and Inkling eval tokenizer
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cameron.stream
fix: preserve package metadata after rebase
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cameron.stream
docs: record tool bootstrap gate results
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cameron.stream
feat: support train-only language oversampling
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cameron.stream
feat: expand tool bootstrap and add renderer proxy
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cameron.stream
feat: add synthetic tool-use bootstrap SFT
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cameron.stream
docs: record Qwen frontier training results
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cameron.stream
feat: add read-only Tinker frontier evaluation
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cameron.stream
docs: record Inkling strategy sweep
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cameron.stream
feat: add multilingual Project Euler research example
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cameron.stream
docs: install the Letta host as a regular re-export file
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cameron.stream
feat: add a Letta Code host and store traces in ~/.machine
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cameron.stream
ci: add Tangled Spindle workflow for the Node test suites
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cameron.stream
docs: list CHANGELOG.md in the README file overview
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cameron.stream
Merge fix/split-project-store: canonical project keys, shared lib, unit tests (#3mt3nwcdjfl22)
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cameron.stream
refactor: extract shared helpers into lib/, add unit tests, 0.2.1 chores
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cameron.stream
fix(storage): derive the project key from the canonical path
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cameron.stream
Ignore local Letta worktrees.
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cameron.stream
Separate observations from training judgments.
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cameron.stream
Emit OpenAI-style tool_calls so Tinker can train on traces.
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cameron.stream
Rename /machine ft to /machine student.
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cameron.stream
Default /machine ft to the 256K Inkling-Small catalog entry.
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cameron.stream
Add /machine work and /machine ft model lanes.
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cameron.stream
Auto-save the last turn when a print or JSON run exits.
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cameron.stream
Enable compact-boundary auto-trace by default.
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cameron.stream
Rename /auto to /machine auto.
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cameron.stream
Add /auto to save traces at compaction boundaries.
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cameron.stream
Default /train to Inkling-Small.
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cameron.stream
Use a local uv venv for /train Python.
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cameron.stream
Stop tracking Python bytecode.
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cameron.stream
Ignore Python bytecode.
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cameron.stream
Add /train for SFT validate, scaffold, smoke, and eval.
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cameron.stream
Add machine Pi extension for tagged trajectories.
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