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1034 postsSmall Models by Choice: Running an Autonomous Agent on a 16GB M1 Mac
Why one engineer deliberately runs an autonomous agent on a 16GB M1 Mac with small models instead of scaling up to cloud LLMs — a design case study.
Building Real Human-in-the-Loop Controls for AI Coding Agents
Approval prompts often fail to stop risky AI coding agent actions. Learn a risk-graded approach that prevents, not just reviews, the dangerous ones.
Kira Project: a tamper-evident evidence layer for AI agents
Kira Project's tamper-evident evidence architecture separates AI agent logs from reports, cryptographically proving what happened and what didn't.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comWhat Bun's Rust Migration Reveals About C# in AI Infrastructure
Bun's Zig-to-Rust rewrite shows why compiled languages matter for production AI infrastructure. TensorSharp benchmarks suggest C# can compete at the inference-engine level.
Why Using AI to Catch Design-Code Drift Is the Wrong Fix
AI-generated UI code is drifting from design systems, and using another AI model to catch it brings non-deterministic, costly and unexplainable results—here's a deterministic alternative.
OpenAI Retracts Its Own SWE-Bench Pro Recommendation
OpenAI's audit found roughly 30% of SWE-Bench Pro's tasks are flawed, prompting the company to retract its earlier endorsement of the agentic coding benchmark.
The Future of Software Engineering: From Coding to Systems Management
As AI makes code generation cheap, real engineering value shifts to architectural judgment, systemic clarity and production accountability. Here's what changes.
Catching the Zero-Token Billing Bug in AI Streaming Responses
stream_billing_gate.py offline tool detects when AI streaming responses deliver full text but the usage frame is lost, leaving billing at zero tokens.
Guarding BigQuery Costs From Autonomous Data Agents
Autonomous data agents can rack up huge BigQuery bills through unchecked trial-and-error queries; dry-run scan checks and token budgets keep runs safe.
GhostApproval: A symlink flaw undermining trust in AI coding assistants
Researchers found a symlink-based flaw in six major AI coding assistants, where approval dialogs hide the real file target, undermining human oversight.