Phyllotaxis: An audio-reactive LED display
We haven't written up this one. Hacker News has the full story — the link below goes straight to it.
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Context Compression for Coding Agents Compresses the Wrong Side of the Prompt
Most engineering teams working on long-context agents hit the same billing wall around turn twenty. A coding agent runs twenty shell commands, reads twelve files, and runs pytest three times.
- Traditional teams compress agent transcripts, but study shows this degrades coding agents.
- LOHA and ACD techniques preserve agent's own decisions and tool outputs.
- LOHA reduces token count by 43%-57% and improves task completion rates.
Blitzy’s autonomous coding bet: Every codebase is already a graph
Knowledge graphs are moving to the center of autonomous software development as enterprises push coding agents beyond quick fixes and into large, interconnected codebases.
Blitzy’s autonomous coding bet: Every codebase is already a graph
Knowledge graphs are moving to the center of autonomous software development as enterprises push coding agents beyond quick fixes and into large, interconnected codebases.
US, UK warn of exploited Citrix NetScaler zero-day bugs
Incident responders began warning of potential vulnerabilities in NetScaler Gateway products on Saturday before cybersecurity agencies in the Netherlands, U.S. and U.K.
RepoMind: A Self-Evolving Code Review Agent That Remembers How Your Team Builds Software
RepoMind: A Self-Evolving Code Review Agent That Remembers How Your Team Builds Software Code review is supposed to improve software quality.
- RepoMind is a self-evolving code review agent that remembers team-specific knowledge.
- Hindsight layer stores team rules, enabling RepoMind to provide context-aware code review findings.
Target's Pokémon 30th Anniversary Event Leaves Parents Angry and Confused
Misinformed parents were expecting a family-oriented Pokémon 30th Anniversary TCG event at Target