Justyna Wojtczak (@justi84) header
Justyna Wojtczak (@justi84) profile picture

Founder https://nitter.cf/t.co/7jVYv5Dt96. I'm a #INTJ and #LCHF advocate, #ruby & #Rails, #AI & #LLM

Poznań
Joined March 2010
Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)Photo by Justyna Wojtczak (@justi84)
Justyna Wojtczak retweeted
Ruby Doom just got multiplayer
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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…
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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
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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↓
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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.
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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.
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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.
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Why pasting a directory tree into CLAUDE.md hurts: You move one file → the tree is wrong → agent cites paths that don't exist. Agent can `ls` itself. Paste what code WON'T tell it: ADR decisions, past incidents, "never X" rules.
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Justyna Wojtczak retweeted
RubyKaigi 2027 #rubykaigi 🗓️ 14..16 Apr 2027 🥭 Miyazaki, Japan
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Justyna Wojtczak retweeted
This is the talk I have been most excited for since @khasinski teased it to me at #RubyKaigi last year!
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ハックスペースに来ました! #rubykaigi_hackspace
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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
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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
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