Agent security architecture guide
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Meta AI
You want Meta's September 8, 2026 technical account of defense-in-depth for a long-running personal agent, including isolated runtime cells, credential surrogates, a separate permission authority, tainted-egress tracking, scoped approvals, browser controls, red teaming, and prompt-injection evals.
meta
muse
agent security
Model launch and selection guide
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Meta AI
You are comparing frontier models for long-horizon coding or knowledge work and need Meta's September 2, 2026 release notes on Muse Spark 1.3's tool use, instruction following, user steering, multitasking, model self-awareness, and availability through Muse Code and Meta Model API.
meta
muse spark 1.3
frontier models
Open security benchmark
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Hugging Face Community
You want a reproducible September 5, 2026 benchmark for comparing how agentic models handle indirect prompt injection, with public data, a public harness, control runs, tool-call traces, and outcome metrics tied to unauthorized payment actions.
agents
prompt injection
agent security
Coding agent evaluation guide
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GitHub
You want GitHub's September 2, 2026 evidence for measuring coding-agent efficiency across the whole task, including selective output compression, preserving useful context, benchmark regressions, and controlled production experiments.
github copilot
coding agents
context engineering
Research report
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OpenAI
You want OpenAI's September 6, 2026 evidence and measurement framework for how coding agents are changing research workflows, including task delegation, parallel agent use, capability tracking, and the limits of interpreting productivity signals.
openai
codex
research agents
Model orchestration research preview
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GitHub
You want GitHub's September 4, 2026 technical explanation of runtime model orchestration for coding tasks, including plan decomposition, draft-critique-revise patterns, model cascading, evaluation design, and quality-versus-cost tradeoffs.
github copilot
model orchestration
model selection
Short course
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DeepLearning.AI
You want a concise, hands-on course for replacing vague vibe-coding prompts with project constitutions, feature specs, plan-implement-verify loops, legacy-code workflows, and a portable custom agent skill.
coding agents
spec-driven development
agent skills
Agent infrastructure guide
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Anthropic
You want Anthropic's September 3, 2026 workflow for declaring agents, environments, skills, memory stores, and scheduled deployments in a repository, previewing changes, and applying them reproducibly in CI.
anthropic
ant cli
managed agents
Agent tooling and evaluation guide
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Hugging Face
You want a measured guide to agent-friendly CLI design, including structured output, retry-safe commands, independent grading, and benchmarks showing where higher-level tools reduce calls and token use.
hugging face
coding agents
hf cli