Justyna Wojtczak retweeted
Jesteśmy już na stronie głównej @suppi_pl dla Nauki.
suppi.pl/dlanauki/
Air Canada's chatbot invented a refund rule. A tribunal made them honor it.
The unsettling part: the bot's output was schema-valid. Green CI. Passing tests.
Schema checks shape, not truth. A second LLM "faithfulness judge" in Ruby catches the gap:
justynawojtczak.com/schema-v…
Justyna Wojtczak retweeted
A my na badania nad metodami diagnostycznymi nowotworów musimy zbierać na zrzutkach. W tym miesiącu udało nam się zebrać 450 zł, czyli jedną setną kwoty, jaką potrzebujemy na opłaty publikacyjne, o serwerach nie wspomnę.
patronite.pl/z/eccdna
aya.codes/ OpenSource console manager
Long Claude Code sessions drift - agent forgets your ADRs, re-suggests approaches you already rejected.
Shipped context-revive v0.2.0: auto re-injects a deterministic project brief on cadence + after /compact + /clear.
Real demo↓
Test on a long-running session today.
51 prompts in, ran /compact:
[15:25:23] post-compact signal written
[15:25:23] post-compact: forcing emit (counter=51)
Brief landed in the agent immediately, bypassing cadence. Same flow on /clear hours later.
github.com/justi/context-rev…
Single bash file. curl | bash. Zero LLM calls on hot path. Three hooks: UserPromptSubmit, PostCompact, SessionStart{clear}.
MIT. v0.2.0 just out.
After /clear (full context wipe), asked the fresh agent: "what is this project?"
It answered with ADR 0025, ADR 0029, recent commit 61a691a, and the hard "success = DORMANT→ACTIVE, not MRR" constraint.
Full recall, prompt #1. That's the brief working.
Just shipped ruby_llm-contract 0.8.0 - Contracts + Evals for RubyLLM. New thinking/reasoning_effort DSL, adapter unification via Chat#with_thinking, sharper narrative. github.com/justi/ruby_llm-co…
2026 AGENTS.md research was blunt on one thing: don't auto-generate architecture overviews or directory trees.
Evidence: reduces agent success by 0.5–2%, costs 20%+ more.
augmentcode.com/guides/how-t…
So revive injects only what the agent can't grep out of the code itself.
Justyna Wojtczak retweeted
RubyKaigi 2027 #rubykaigi
🗓️ 14..16 Apr 2027
🥭 Miyazaki, Japan
Justyna Wojtczak retweeted
This is the talk I have been most excited for since @khasinski teased it to me at #RubyKaigi last year!
unavailable
Justyna Wojtczak retweeted
Replying to @daily_mototsune
I have a red RubyKaigi Game Boy with me, let's get a photo of both of those consoles together :D
My laptop just told me I have 163 hours invested in a project I forgot existed. that's 163 hours of thinking. 163 hours of context. 163 hours I'll lose unless I reopen it.
Built armillary to scan my folders and tell me what's rotting. github.com/justi/armillary
ruby_llm-contract 0.6.0: define quality rules, get told which model to use.
Step.recommend(candidates: [...]) — evaluates model + reasoning_effort combos, picks cheapest that passes, builds your retry chain.
Data, not vibes.
github.com/justi/ruby_llm-co…
Project Boundary update: patched command substitution bypass + fixed quoted paths with spaces. No more sneaking past the guard. github.com/justi/claude-code…









