1+ day, 3+ hour ago   (263+ words) This article opens up that layer. Compaction, memory strategy, context budgeting, and todo-state are the machinery that turns a shallow loop into a deep agent. We look at how LangChain Deep Agents, Claude Code, Manus, OpenAI Codex, and Amazon Bedrock…...

2+ day, 10+ hour ago   (312+ words) In Creation, every creator receives the same weak seed: passive file, search, and process primitives plus result and trajectory writers, with no loop, planner, verifier, retry, or stopping rule. Unmodified, it scores 0 everywhere. The creator gets a task-family spec, a…...

2+ day, 11+ hour ago   (308+ words) Deployable: Yes. It runs on Claude Code v2.1.269 or later against any directory with a plugin.json or.claude-plugin/plugin.json manifest, or a skills-directory plugin. Every eval run and judge grader is a real model call billed to your plan…...

5+ day, 1+ hour ago   (341+ words) Voice agent teams keep hitting the same wall. The catalog holds 400 voices and the brief asks for the one that is not in it: a Quebecoise receptionist for a Montreal dealership, a narrator in his sixties with lecture hall authority....

1+ week, 5+ day ago   (574+ words) Most production voice stacks are three systems stitched together. One model transcribes, a second separates speakers, and a detector decides when the user stopped talking. Each hand-off adds latency and a new failure mode. Muse Voice Transcribe, announced by Meta…...

2+ week, 3+ hour ago   (528+ words) The OpenClaw Foundation has released v2026.8.1, which the project calls OpenClaw 2.0: 933 contributors, 569 first-timers, and more than 16,000 pull requests, roughly half of every PR ever merged into the repo. Setup now reuses existing subscriptions, API keys and local models. The rebuilt Control…...

2+ week, 4+ day ago   (1066+ words) Not a prediction. A list of conditions, and what the evidence says about each one. I read every major model release. Most of them ship a coding number. The number goes up. The conclusion everyone draws is that junior engineers…...

3+ week, 1+ day ago   (216+ words) Click to access 2312.13560.pdf We install the required deepDoctection dependencies, configure its runtime environment, and apply a compatibility patch for Transformers and PEFT. We download the sample PDF and image files that we use throughout the tutorial and prepare our…...

3+ week, 1+ day ago   (565+ words) Most teams treat ‘which model’ as the important decision. The harness engineering literature keeps pointing somewhere else. In LangChain’s Terminal-Bench experiment, changing only the harness—same model throughout—moved a coding agent from roughly 30th place into the top 5. The center…...

3+ week, 2+ day ago   (626+ words) This tutorial explores AutoFigure, a practical toolkit for generating professional scientific figures directly from text descriptions and research papers. We walk through setting up the environment, configuring an API-backed generation workflow, and converting complex document intelligence pipelines into publication-style diagrams,…...