From the Antigma team
Notes on self-organizing intelligence.
Research, product updates, and the ideas behind Ante.
Everything Is a Stream: runtime composability over compile-time plugins
Ante protects its eval-verified agent engine behind a typed stream, so developers can build custom interfaces, IDE integrations, and team workflows without coupling them to the core.
Read the postHow Much Does the Agent Harness Matter?
We ran the same DeepSeek model slug on ten Terminal-Bench 2.1 tasks with five agent harnesses. The harness changed pass rate, cost, speed, and memory use.
Research · 5 min read
Claude Code Cut Their System Prompt by 80%. Does That Work for Small Models Too?
We A/B tested Ante's half-size system prompt on deepseek-v4-flash across the full terminal-bench 2.1 suite: no measurable performance change, and among the 69 tasks whose outcome stayed the same, the short-prompt run's median input-token count was 32% lower.
Research · 4 min read
From Arcade to Living Room: Offline Coding Models Hit Their Console Moment
On Terminal-Bench 2.0, open-weight 27B–35B models now match what the hosted frontier was posting 6–8 months ago — close enough that, for privacy-first and air-gapped teams, running it locally is finally a serious engineering choice.
Research · 14 min read
Introduce Ante: Self-Contained Agent That Self-Organize
Today Anthropic "open-sourced" Claude Code — and it's the perfect day to introduce Ante, the precursor of our mission, a self-contained agent built from first principles.
Product · 4 min read
How to Achieve #1 on Terminal Bench
and Why We Can't Have Nice Things: A forensic analysis of benchmark manipulation on Terminal Bench 2.
Research · 13 min readAbliteration: Declaration of Independence from Excessive Model Restriction
A Guide to Relaxing Moderation in Open-Source Language Models.
Research · 5 min readNeural Cellular Automata (NCA) - Interactive Demo
An interactive demonstration of Neural Cellular Automata with real-time pattern generation and user interaction.
Research · 13 min readSovereign Compute and Network State
Second Amendment of the AI Era
Company · 4 min readThe Crypto Way
Bold and boundless
Company · 2 min read