Full-text search across article titles and summaries. Refine with sector, year, content type, and reading-time filters.
A Qwen3-1.7B walkthrough turns multiple-choice questions into single-pass predictions by scoring only the allowed answer tokens. Fine-tuning improves accuracy on a 1,221-question CommonsenseQA sample from 59.4% to 62.4%, while temperature scaling makes the model's confidence better reflect its actual accuracy.
Three production investigations, a latency regression, a memory leak, and a kernel-level hang, show how to steer coding agents through unfamiliar systems using runtime evidence. The framework separates facts from hypotheses, compares failures with a control, and requires every proposed cause to satisfy all known constraints. Adversarial reviews should seek contradictions, and reproductions must match the real failure's signals before they can be trusted.
Cockroach Labs structures coding agents around a teaching hospital, with reviewed plans, separate implementation and review roles, structured handoffs, and an audit before merge. The pipeline landed over a million lines of code in five months with seven reverts, and human approval became mandatory after the first autonomous week before the team used it to build customer-facing migration tooling.
The AI-generated Campfire app rewrites make different choices about compatibility, queues, and concurrency, so throughput alone cannot establish which language performs better. Constant-arrival-rate tests expose tradeoffs between dropped notifications, timeouts, memory use, and delivery latency, showing why engineers still need to inspect code and specify failure behavior.
A personal reflection explores the loss of professional identity when AI shifts attention from low-level knowledge and performance details toward architecture and delegation.
An account of using DeepSeek 4.1 Flash across a dozen projects argues that inexpensive models can handle much of the work typically assigned to premium frontier models. Lower session costs encourage unattended chores, exploratory testing, and long planning sessions, with a more expensive model sometimes brought in for a final review.
Sponsored
The first agent worked. Now entity resolution, relevancy and live permissions are someone's full-time job. On October 20th, Nave Ben Naim, Uvi's founding engineer, covers what agents cost when they explore instead of answering: tokens, latency, and output you
REA gives coding agents tools to reverse engineer native binaries, JavaScript and Electron applications, and browser behavior. Its examples recover Windows Calculator's percentage rules and a browser game's acceleration logic, then use those findings to explain or rebuild the features.
Talorys is a single-user personal AI assistant that runs in your own Cloudflare account and deploys with one command. It combines chat, editable memory, tasks, notes, projects, and scheduled reminders, with core organizational features continuing to work when AI is unavailable.
A macOS command-line tool lets coding agents draw temporary arrows, boxes, and text over the screen to show users where to click. Its transparent overlays allow clicks through to the underlying application and disappear automatically, with skills provided for Claude Code and Codex.
The Deno team is joining Cloudflare to focus on a shared platform built around Workers, Durable Objects, and celld. Deno runtime development will end after one year of bug fixes and security updates, Deno Deploy will shut down in six months, and JSR will continue operating on Cloudflare infrastructure.
Speculative decoding accelerates generation by drafting several tokens cheaply and verifying them in one target-model pass while preserving the target's output distribution. This detailed walkthrough derives acceptance and speedup formulas, covers EAGLE-3, multi-token prediction, and diffusion drafters, and explains why training for acceptance is different from simply minimizing KL divergence.
A MonetDB count-distinct query saturates an NVMe drive with writes because Linux flushes dirty pages from temporary memory-mapped scratch files. Moving the scratch files to tmpfs cuts runtime from 73 minutes to 97 seconds, while workload-specific writeback tuning reaches about 100 seconds without moving them off disk.
Human and AI teams may remain the strongest software builders for another decade or two.
In a PostgreSQL 18 laptop benchmark loading 10 million rows, UUIDv7 took 32.3 seconds versus 29.7 for bigint and 60.7 for UUIDv4.
Microsoft-Decision-1 scores fixed answer options in a single pass for routing, classification, and workflow control.
Git commit storage depends on directory structure, filesystem overhead, and compression.
Sponsored
Deploy a RAG pipeline to your AWS account with one fully provisioned Terraform template. Elastic Cloud handles retrieval and AWS Lambda handles orchestration. * GET STARTED: SIGN UP FOR ELASTIC CLOUD FREE [5] in AWS Marketplace, download the template, and run Terraform * AUTOMATE INGESTION: Upload a document to S3 and Lambda vectorizes it into Elastic — no manual processing * QUERY WITH AN LLM: Send a question to the API Gateway endpoint and get responses grounded in your data via Amazon Bedrock
New Relic added AI Evaluation to its AI Observability platform, using an LLM as a judge to score live prompts and completions for safety and accuracy. It flags prompt injection, data leakage, and hallucinations with 0 to 1 scores attached to distributed traces.
flux9s, a Rust terminal UI for Flux inspired by K9s, reached 1.0. It adds dependency graphs, reconciliation history, a cluster health pulse dashboard, and opt-in discovery for Flagger and tofu-controller, and it is read-only by default.
DigitalOcean has released MicroVMs in public preview, offering isolated virtual machines that pause when idle and resume in milliseconds. The service costs $0.022 per vCPU-hour and $0.0085 per GiB-hour for compute, billed per second, while paused instances only incur storage fees. MicroVMs are built on the open-source Firecracker platform and are designed for workloads like coding agents, sandboxes, and CI/CD runners.
Safe PostgreSQL schema changes separate expansion, backfills, traffic switches, and cleanup so old and new application versions remain compatible during deployment. Short lock timeouts, concurrent index builds, separately validated constraints, and throttled backfills limit disruption, while monitoring replica lag and data consistency determines when each phase can proceed.
Anthropic has introduced a new concept called agentic evaluations, or agentevals, to verify that AI agents perform tasks correctly and safely. The tool grades agent traces based on specific criteria like performance, output quality, and safety. Developers can install agentevals via a Python package or clone the source repository from GitHub.
Leaky buckets provide inexpensive admission control by calculating available capacity from elapsed time rather than running a background timer. PlanetScale applies related token-bucket budgets to Postgres queries, estimating resource costs before execution and reconciling actual costs afterward to control bursts and protect database capacity.
Sponsored
CodeAF [12] runs at up to 4.8x less per solved issue than frontier models, and it outperforms on complex software engineering tasks. It works with any provider and gives you 1 window where you hand work off, track progress, and step in when human judgment is needed. See
Context Mode is an MCP server that reduces context window usage by 98% for AI coding agents. It saves tool output to a sandbox so raw data never enters the conversation, shrinking a typical 315 KB output load to 5.4 KB. The tool also persists session memory in SQLite, allowing agents to recover their state after a conversation compacts. It works across 17 platforms, including Claude Code, Gemini CLI, VS Code Copilot, and Cursor.
AirLLM allows 70B large language models to run on a single 4GB GPU without quantization. The tool can run Kimi K3 (2.8T) on under 4GB of VRAM and DeepSeek-V3 (671B) on about 12GB. It works by keeping only one layer on the GPU at a time. AirLLM also supports training huge models on small VRAM, with Qwen3.8-Flash-Next (125B) training under 6GB.
Atlassian and OpenAI expanded their partnership, bringing GPT-6 Astra and the GPT-5.6 series into Atlassian's platform and Rovo alongside its Teamwork Graph. Over 3,000 Atlassian developers already use Codex, and future integrations will let teams assign work directly to AI agents.
Cloudflare added on-demand production CPU and memory profiling for Workers and Durable Objects, with interactive flamegraphs and downloadable profiles. Internal profiling uncovered redundant JSON processing and partially disabled metrics code that still consumed memory. Memory profiles capture allocations during the recording window rather than the entire existing heap.
Sponsored
Nylas's SRE agent triages P1/P2 bugs, checks logs, and opens fix PRs. Here's the one-screen approval packet that got security to sign off,
Codex Cloud's Tailscale integration connects cloud coding environments to private APIs and test services using tagged, ephemeral devices governed by tailnet access rules.
The Deno team is joining Cloudflare to simplify self-hosting for Workers and Durable Objects.
Sponsored
Commercial payments, stablecoin backed cards and money movement — every new capability rides on the infrastructure beneath it. And that infrastructure must adapt with it. Marqeta gives the world's most innovative companies a modern card issuing platform built to scale globally, adapt fast, and stay dependable as your ambitions grow, with seamless API integration, multi-currency support, real-time fraud detection, and the reliability high-volume programs depend on.
Revolut CEO Nik Storonsky says the fintech plans to build a full US digital banking offering, including credit cards and loans, as it competes with incumbents such as JPMorgan and American Express. He also expects AI and automation to reshape banking, with Revolut preparing to test AI agents that can shop and transact on behalf of customers.
Netflix will release “The Altruists,” a dramatized series about the collapse of FTX, on November 19, starring Anthony Boyle as Sam Bankman-Fried and Julia Garner as Caroline Ellison. The show focuses on their relationship and the effective altruism movement surrounding FTX, turning one of crypto's biggest scandals into a scripted Hollywood drama.
OpenAI has reportedly told investors that annualized revenue is approaching $50 billion, well below the roughly $70 billion figure previously circulated by investors attempting to compare the company with Anthropic. The discrepancy also highlights differing revenue definitions between the two companies, while raising more scrutiny around OpenAI's economics as it invests heavily in infrastructure and prepares for a potential IPO in 2027.
AI is changing finance software from tools that help teams manage work into systems that increasingly do the work themselves, pushing CFOs toward a new role as builders of the company's operating system. The AI-native finance organization is smaller and higher leverage, with continuous forecasting, finance engineers, agent-driven workflows, and stronger audit controls, while the CFO focuses more on designing what people versus software should do and less on manually collecting and reconciling data.
AI agents and programmable money are pushing financial value away from transaction processing and toward orchestration, identity, liquidity, compliance, and software. McKinsey estimates agentic AI could put $75 billion to $160 billion of payments revenue at risk by 2030, while Capgemini says $230 billion is already exposed across areas like FX spreads, correspondent fees, and float income. The emerging battleground is increasingly about who controls the intelligence that decides how money moves, whether that is a bank, fintech, software platform, or AI agent.
Sponsored
Bring ACH, wires, instant payments, checks, push-to-card, and stablecoins into your product with one API. With Modern Treasury, you get accounts, ledgering, payments, and compliance built in. See Modern Treasury's usage-based pricing and start building [11].
Powered by Gusto, the service lets eligible small businesses handle payroll, tax filings, and employee payments inside Chase Business Online, with next-day processing available to qualifying checking customers. The integration brings another essential workflow into Chase's platform while leaving the specialized payroll calculations and filings to its fintech partner.
Experian is building an FCRA-regulated layer that lets lenders incorporate permissioned bank-account activity into credit decisions, potentially helping thin-file and credit-challenged borrowers qualify. Experian says these insights can increase approvals by up to 25% without changing risk tolerance, while bringing consent, data aggregation, standardized reports, analytics, and its existing scoring tools into one ecosystem. The move puts Experian into closer competition with Plaid, Prism Data, Mastercard Finicity, and Nova Credit, even as Plaid remains one of its data partners.
The NFL urged the Supreme Court to review whether sports prediction contracts such as Kalshi's should be regulated as gambling by states or as swaps under exclusive CFTC jurisdiction, arguing that Dodd-Frank was not intended to federalize sports betting. The dispute has produced conflicting appeals-court rulings, while Kalshi argues its markets are federally regulated and protected by existing integrity controls, setting up a potentially important Supreme Court test of prediction-market regulation.
American Express National Bank was ordered to pay a $350 million penalty after the OCC found major deficiencies in its anti-money laundering program, including weak risk assessments and systemic failures in suspicious activity monitoring that regulators said involved roughly $13 billion of suspected money laundering activity over 10 years. The Federal Reserve separately issued a cease-and-desist order covering broader enterprise-wide AML issues, while Amex said the penalty will not affect its 2026 or 2027 guidance.
Capitolis raised $220 million in new financing at a $1.9 billion valuation, including a $120 million Series E led by Citi with participation from Bank of America, Nomura, Tradeweb, and several major global banks.
Bank of America, Citi, and Morgan Stanley are syndicating $42 billion of Broadcom-backed senior loans plus $18 billion of riskier junior debt to finance Anthropic's lease of Google-designed chips.