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19:47
2026-10-22
tacoda.medium.com
ai-agents

My trust gradient

A developer writing in Harness Engineering describes a "trust gradient" for working with non-deterministic LLM coding agents, moving from line-by-line review to diff review to requirement verification as deterministic la…

19:57
2026-10-21
dev.to
ai-agents

A hook should be a function call, not a shell

A developer moved thirteen of the shell-script hooks in workkit, a workflow kit for Claude Code, into a single plugin module loaded once per session, cutting each hook fire from about 90 ms at the median to near zero on …

14:01
2026-10-21
pub.towardsai.net
large-language-models

Moving Your Classifier to Claude Haiku 5.5: What Changes

Anthropic released Claude Haiku 5.5 on October 7, 2026, at $0.10 per million input tokens for prompts under 100k, down from $1 on Haiku 4.5, but the release rejects manual thinking budgets, assistant message prefill, and…

12:01
2026-10-21
egm.dev
ai-agents

Elephant-Goldfish Model

Google released the Elephant-Goldfish Model, an open plugin for its Antigravity agentic development platform that splits spec-driven development between deep-context "Elephant" agents that draft designs and zero-context …

09:30
2026-10-21
dev.to
ai-agents

Replay your history before you trust an agent guardrail

A developer built rules-guard, an MIT-licensed Claude Code plugin that enforces agent guardrails through PreToolUse hooks, and validated it by replaying every Bash command from local session history against the rules wit…

01:53
2026-10-21
hazyresearch.stanford.edu
large-language-models

NCM: Parallel Coarse-to-Fine Text Generation

Stanford researchers Hermann Kumbong, Ishan S. Khare, Simran Arora, Azalia Mirhoseini and Christopher Ré introduced Next-Concept Modeling (NCM), a non-autoregressive language modeling framework that generates text coarse…

17:59
2026-10-20
aws.amazon.com
ai-agents

Workflow context for AI agents with Smartsheet MCP on AWS

Smartsheet has launched a generally available Model Context Protocol (MCP) Server that lets AI assistants read, write and manage Smartsheet data through a standardized protocol spanning more than 40 tools for sheets, row…

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