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14:28
2026-10-21
dev.to
ai-agents

Burn less tokens

A developer released lessloc, an open-source approach for instructing coding agents to produce less code and fewer comments, aimed at reducing token consumption and context bloat. The developer reports that benchmarks of…

09:00
2026-10-21
csoonline.com
ai-agents

Moving past autonomous exploitation to machine-speed security

Frontier AI models detect complex vulnerabilities with 95 percent precision on CyberGym tests, but refuse to execute remediation prompts more than 98 percent of the time because built-in guardrails miscategorize 76-99 pe…

17:06
2026-10-20
gradium.ai
artificial-intelligence

Gradium open-sourced its on-device TTS

Gradium released Phonon, an open-weight on-device text-to-speech model family small enough to ship in any app and run offline without a graphics card. The Phonon lineup includes 31m, 40m and 40m multilingual models, runs…

16:02
2026-10-20
twitter.com
ai-agents

Building Persistent Agents

A sponsored post by Omar Sar (omarsar0) describes testing Fulcra Dynamics' shared context layer to hand off work between two coding agents, with Claude Code saving its progress, decisions and next steps to a Fulcra works…

15:11
2026-10-20
jevcards.com
computer-vision

Show HN: Jev Cards, Can you beat a vision model at a picture quiz?

Jose Sabater, who works at Opper, released Jev Cards, an open-source picture quiz game built around TypeSafe's new Jev vision model, which answers a picture-and-question prompt in about a quarter of a second. Players can…

13:00
2026-10-20
thedeepview.com
artificial-intelligence

Amazon tests a safer path to self-improving AI

Amazon unveiled Kiro-trace, an internal tracing system that improves Kiro, Amazon's AI coding agent, by mining its own runs for mistakes and testing proposed fixes before a human reviewer approves them. In its first week…

05:10
2026-10-20
dev.to
ai-agents

The limiting factor isn't capability

A developer built Merlin, a harness system around existing LLMs that works through long inputs in pieces from a programming environment, with a design that explicitly forbids modifying or retraining any model. The projec…

19:52
2026-10-19
breakspec.com
developer-tools

One rule found a bug that TypeScript’s test suite missed.

Breakspec, a tool that checks code against invariant rules, found a bug in Microsoft's TypeScript compiler after 19 inputs: declaration files the compiler emits for constants that overflow to Infinity, such as `export de…

01:36
2026-10-18
dev.to
ai-agents

Project Gleipnir

Patrick Robinson, an industrial electrician and automation tech, built Gleipnir, a home-lab sandbox that confines AI coding agents like Anthropic's Claude Code and OpenAI's Codex on a Linux workstation. Each agent runs u…

00:44
2026-10-17
dev.to
ai-research

Test-time transfer: the harness is the teacher

A new paper, "AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses" (arXiv 2608.12307), shows that a stronger model can transfer real capability to a weaker one at inference time without retraining by hav…

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