Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Fireworks-skill-memory new version released! πŸŽ† Let Claude Code truly "remember" the le...

Fireworks-skill-memory new version released! πŸŽ† Let Claude Code truly "remember" the lessons learned every time you step into a pit - accurately store across sessions and by ski...

March 28, 2026 Β· 1 min read

Fireworks-skill-memory new version released!

πŸŽ† Let Claude Code truly "remember" the lessons learned every time you step into a pit - accurately store across sessions and by skill.

Upgrade method: Say in CC ==》 "Help me update fireworks-skill-memory to the latest version" v3 four upgrades: 1⃣ Remove hard-coded keywords β†’ Pure skill call driver, non-English skills will no longer be missed 2⃣ Error-Signal Gating β†’ Do not step on the trap or adjust haiku, token consumption is reduced by 70%+ 3⃣ Multi-path detection β†’ ~/.claude/skills/ + .skills/ + ~/.agents/skills/ Full coverage 4⃣ Timestamp attenuation β†’ 3 months expired knowledge will be automatically downgraded, the knowledge base will always be fresh Two hooks, zero configuration, pure Harness Layer extension - no model changes, no prompt blocking.

πŸ”— GitHub: ⭐ If you find it useful, give it a star to support it

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FORMATTOPICCAPABILITYMARKETcoverscoverscoverscoverscoverssignalssignalssignalsFORMATlongform noteTOPICagentsTOPICharness engineeringTOPICai workbenchesTOPICmemoryTOPICretrievalCAPABILITYagent workflowCAPABILITYharness engineeringCAPABILITYAI-native workbenchMARKETopen-source builders
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flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  topic-harness-engineering["harness engineering"]
  topic-ai-workbenches["ai workbenches"]
  topic-memory["memory"]
  topic-retrieval["retrieval"]
  capability-agent-workflow["agent workflow"]
  capability-harness-engineering["harness engineering"]
  capability-ai-native-workbench["AI-native workbench"]
  market-open-source-builders["open-source builders"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|covers| topic-harness-engineering
  format-long_post -->|covers| topic-ai-workbenches
  format-long_post -->|covers| topic-memory
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-harness-engineering
  format-long_post -->|signals| capability-ai-native-workbench

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Fireworks-skill-memory new version released! πŸŽ† Let Claude Code truly "remember" the...THESISFireworks-skill-memorynew version released!πŸŽ† Let Claude Codetruly "remember" theSIGNALFireworks-skill-memorynew version released!OPERATORUpgrade method: Say inCC ==》 "Help me updatefireworks-skill-memoryto the latest version"IMPLICATIONπŸ”— GitHub: ⭐ If youfind it useful, giveit a star to supportit
Mermaid outline
flowchart LR
  thesis["Fireworks-skill-memory new version released! πŸŽ† Let Claude Code truly \"remember\" the lessons learned every..."]
  signal["Fireworks-skill-memory new version released!"]
  operator["Upgrade method: Say in CC ==》 \"Help me update fireworks-skill-memory to the latest version\" v3 four upgrade..."]
  implication["πŸ”— GitHub: ⭐ If you find it useful, give it a star to support it"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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