<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Soumitra Blog</title><description>A minimal, elegant blog exploring modern web development, architecture, and design.</description><link>https://soumitrasaha.com/</link><language>en-us</language><item><title>How I Think About AI Native Software Development</title><link>https://soumitrasaha.com/blogs/how-i-think-about-ai-native-software-development/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/how-i-think-about-ai-native-software-development/</guid><description>AI Native is not just adding a chat box. It is designing the product, codebase, and feedback loop around what models can reliably do.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>AI Native</category><category>Agents</category><category>Architecture</category><category>Software Engineering</category></item><item><title>Anthropic Claude Opus 4.8 and agent reliability</title><link>https://soumitrasaha.com/my-reads/anthropic-claude-opus-48-agent-reliability/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/anthropic-claude-opus-48-agent-reliability/</guid><description>Anthropic&apos;s Opus 4.8 release is worth reading for its focus on judgment, honesty, tool use, and long-running agent work.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Anthropic</category><category>Claude</category><category>Agents</category><category>Coding</category></item><item><title>Arena text leaderboard for human-preference signal</title><link>https://soumitrasaha.com/my-reads/arena-text-leaderboard-human-preference-signal/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/arena-text-leaderboard-human-preference-signal/</guid><description>Arena is worth checking because blind human votes catch qualities that static benchmarks often miss, especially open-ended writing and reasoning.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Model Comparisons</category><category>Arena</category><category>AI Models</category><category>Evaluation</category></item><item><title>Artificial Analysis for model, price, and provider comparison</title><link>https://soumitrasaha.com/my-reads/artificial-analysis-model-price-provider-comparison/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/artificial-analysis-model-price-provider-comparison/</guid><description>Artificial Analysis is useful because it compares models across quality, speed, latency, price, context, and provider behavior instead of only one leaderboard score.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Model Comparisons</category><category>Artificial Analysis</category><category>AI Models</category><category>Benchmarks</category></item><item><title>Baidu ERNIE 5.1 and efficient multimodal scaling</title><link>https://soumitrasaha.com/my-reads/baidu-ernie-51-efficient-multimodal-scaling/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/baidu-ernie-51-efficient-multimodal-scaling/</guid><description>ERNIE 5.1 is worth tracking because Baidu is talking about model compression, elastic pre-training, agentic post-training, and cost-performance.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Baidu</category><category>ERNIE</category><category>Chinese AI Labs</category><category>Multimodal</category></item><item><title>Cloudflare&apos;s Agent Development Lifecycle</title><link>https://soumitrasaha.com/my-reads/cloudflare-agent-development-lifecycle/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/cloudflare-agent-development-lifecycle/</guid><description>A sharp Cloudflare article about why agent-driven software needs APIs, previews, observability, and lifecycle design beyond the normal SDLC.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Cloudflare</category><category>Agents</category><category>SDLC</category><category>DevOps</category></item><item><title>Cloudflare is unifying Workers AI and AI Gateway</title><link>https://soumitrasaha.com/my-reads/cloudflare-ai-gateway-workers-ai-control-plane/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/cloudflare-ai-gateway-workers-ai-control-plane/</guid><description>A useful Cloudflare read about treating AI calls as traffic that needs routing, logs, billing, retries, and control from the start.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Cloudflare</category><category>AI Gateway</category><category>Observability</category><category>Model Routing</category></item><item><title>Cloudflare Browser Run for agents</title><link>https://soumitrasaha.com/my-reads/cloudflare-browser-run-for-agents/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/cloudflare-browser-run-for-agents/</guid><description>Browser Run is useful because real agents need browser control, live view, session replay, CDP access, and human handoff when the web gets messy.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Cloudflare</category><category>Browser Run</category><category>Agents</category><category>Automation</category></item><item><title>Cloudflare&apos;s internal AI engineering stack</title><link>https://soumitrasaha.com/my-reads/cloudflare-internal-ai-engineering-stack/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/cloudflare-internal-ai-engineering-stack/</guid><description>This is a strong read on how a large engineering org actually uses AI coding tools, standards, review, and platform primitives together.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Cloudflare</category><category>AI Engineering</category><category>Developer Tools</category><category>Platform</category></item><item><title>Kitesurf: Cloudflare&apos;s browser for AI agents</title><link>https://soumitrasaha.com/my-reads/cloudflare-kitesurf-agent-browser/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/cloudflare-kitesurf-agent-browser/</guid><description>Kitesurf is interesting because it asks what a browser should look like when the primary user is an agent, not a human.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Cloudflare</category><category>Browser</category><category>Agents</category><category>Web</category></item><item><title>Cloudflare Workers AI now runs Kimi K2.5</title><link>https://soumitrasaha.com/my-reads/cloudflare-workers-ai-kimi-k25/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/cloudflare-workers-ai-kimi-k25/</guid><description>Cloudflare&apos;s large-model Workers AI post is useful because it connects model choice, inference cost, and agent infrastructure in one practical story.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Cloudflare</category><category>Workers AI</category><category>Kimi</category><category>Agents</category></item><item><title>DeepSeek V4 Preview and the 1M-context open model race</title><link>https://soumitrasaha.com/my-reads/deepseek-v4-preview-1m-context-open-model-race/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/deepseek-v4-preview-1m-context-open-model-race/</guid><description>DeepSeek&apos;s V4 Preview is another signal that Chinese AI labs are competing hard on context length, active parameters, and cost.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>DeepSeek</category><category>Chinese AI Labs</category><category>Open Models</category><category>Long Context</category></item><item><title>Google Gemini 3 API updates for agents</title><link>https://soumitrasaha.com/my-reads/google-gemini-3-api-updates-for-agents/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/google-gemini-3-api-updates-for-agents/</guid><description>A useful Google Developers read on thinking control, media resolution, thought signatures, and structured output with grounding.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Google</category><category>Gemini</category><category>API</category><category>Agents</category></item><item><title>Google Gemini Embedding 2 for multimodal RAG</title><link>https://soumitrasaha.com/my-reads/google-gemini-embedding-2-multimodal-rag/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/google-gemini-embedding-2-multimodal-rag/</guid><description>A Google Developers post about one embedding model for text, images, video, audio, and documents, which is very relevant for agentic RAG.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Google</category><category>Gemini</category><category>Embeddings</category><category>RAG</category></item><item><title>Google Gemini Nano acceleration with frozen MTP</title><link>https://soumitrasaha.com/my-reads/google-gemini-nano-frozen-mtp/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/google-gemini-nano-frozen-mtp/</guid><description>A useful on-device AI read about accelerating frozen production models with multi-token prediction instead of training a separate drafter.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Google</category><category>On-device AI</category><category>Gemini Nano</category><category>Inference</category></item><item><title>Google Research at I/O 2026</title><link>https://soumitrasaha.com/my-reads/google-research-io-2026/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/google-research-io-2026/</guid><description>A catch-up read on Google&apos;s research direction across Gemini for Science, computational discovery, Earth AI, and useful applied AI systems.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Google Research</category><category>Gemini</category><category>Science</category><category>AI</category></item><item><title>Hugging Face State of Open Models: Summer 2026</title><link>https://soumitrasaha.com/my-reads/huggingface-state-of-open-models-summer-2026/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/huggingface-state-of-open-models-summer-2026/</guid><description>A strong open-model ecosystem read about adoption, derivatives, small models, agent users, and why Qwen has become so important.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Hugging Face</category><category>Open Models</category><category>AI Ecosystem</category><category>Qwen</category></item><item><title>MiniMax M2.5 and cheap long-running agent work</title><link>https://soumitrasaha.com/my-reads/minimax-m25-cheap-long-running-agent-work/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/minimax-m25-cheap-long-running-agent-work/</guid><description>MiniMax M2.5 is interesting because it pushes the cost side of agentic coding and productivity work very aggressively.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>MiniMax</category><category>Chinese AI Labs</category><category>Agents</category><category>Cost</category></item><item><title>OpenAI&apos;s Codex agent loop deep dive</title><link>https://soumitrasaha.com/my-reads/openai-codex-agent-loop-deep-dive/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/openai-codex-agent-loop-deep-dive/</guid><description>This OpenAI post is a useful technical read because it explains the agent loop, context construction, model calls, and tool orchestration behind Codex.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>OpenAI</category><category>Codex</category><category>Agents</category><category>Developer Tools</category></item><item><title>OpenAI&apos;s builder guide to GPT-5.6</title><link>https://soumitrasaha.com/my-reads/openai-gpt-56-builders-guide/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/openai-gpt-56-builders-guide/</guid><description>A practical read on model selection, reasoning controls, multi-agent orchestration, and cost-aware AI product design.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>OpenAI</category><category>GPT</category><category>Agents</category><category>Model Routing</category></item><item><title>OpenAI gpt-oss and the return of serious open weights</title><link>https://soumitrasaha.com/my-reads/openai-gpt-oss-open-weight-models/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/openai-gpt-oss-open-weight-models/</guid><description>OpenAI&apos;s gpt-oss release is worth tracking because it puts strong reasoning models into open-weight deployment paths with an Apache 2.0 license.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>OpenAI</category><category>Open Weights</category><category>Reasoning</category><category>Local AI</category></item><item><title>OpenAI&apos;s new tools for building agents</title><link>https://soumitrasaha.com/my-reads/openai-new-tools-for-building-agents/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/openai-new-tools-for-building-agents/</guid><description>This OpenAI article is useful as a baseline for Responses API, built-in tools, tracing, evaluations, and how agent platforms are getting structured.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>OpenAI</category><category>Agents</category><category>Responses API</category><category>Evaluation</category></item><item><title>Qwen3.8-Max and coding cowork</title><link>https://soumitrasaha.com/my-reads/qwen38-max-coding-cowork/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/qwen38-max-coding-cowork/</guid><description>Qwen&apos;s newer releases are worth following because the ecosystem around Qwen models is becoming a default base for many open-model builders.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Qwen</category><category>Chinese AI Labs</category><category>Coding Models</category><category>Open Models</category></item><item><title>SWE-bench and Aider leaderboards for coding models</title><link>https://soumitrasaha.com/my-reads/swebench-aider-coding-model-leaderboards/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/swebench-aider-coding-model-leaderboards/</guid><description>SWE-bench and Aider are both useful for coding model comparison because they test patching, editing, and multi-language problem solving in different ways.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Model Comparisons</category><category>Coding</category><category>SWE-bench</category><category>Aider</category></item><item><title>Z.ai GLM-5.3 for frontier coding</title><link>https://soumitrasaha.com/my-reads/zai-glm-53-frontier-coding/</link><guid isPermaLink="true">https://soumitrasaha.com/my-reads/zai-glm-53-frontier-coding/</guid><description>GLM-5.3 is useful to track because Z.ai is competing directly in coding, agentic engineering, and efficient open-weight models.</description><pubDate>Thu, 03 Sep 2026 18:30:00 GMT</pubDate><category>Z.ai</category><category>GLM</category><category>Chinese AI Labs</category><category>Coding Models</category></item><item><title>Building Backends with Bun and Hono Without Making Them Heavy</title><link>https://soumitrasaha.com/blogs/building-backends-with-bun-and-hono-without-making-them-heavy/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/building-backends-with-bun-and-hono-without-making-them-heavy/</guid><description>A practical way I like to structure Bun and Hono backends: small routes, typed validation, clear errors, and no unnecessary framework weight.</description><pubDate>Wed, 02 Sep 2026 18:30:00 GMT</pubDate><category>Bun</category><category>Hono</category><category>Backend</category><category>TypeScript</category></item><item><title>What I Learned Building a Production React Native Fintech App</title><link>https://soumitrasaha.com/blogs/what-i-learned-building-a-production-react-native-fintech-app/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/what-i-learned-building-a-production-react-native-fintech-app/</guid><description>Notes from building and owning a real React Native fintech app: payments, native modules, releases, observability, and the small things that keep users safe.</description><pubDate>Tue, 01 Sep 2026 18:30:00 GMT</pubDate><category>React Native</category><category>Fintech</category><category>Mobile</category><category>Payments</category></item><item><title>Rust, Ropes, and Dirty Regions: Notes From Building a Terminal UI Engine</title><link>https://soumitrasaha.com/blogs/rust-ropes-and-dirty-regions-terminal-ui-engine/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/rust-ropes-and-dirty-regions-terminal-ui-engine/</guid><description>A practical look at the rendering ideas behind a fast terminal UI engine: layout, framebuffers, dirty regions, text editing, and why Rust fits the core.</description><pubDate>Mon, 31 Aug 2026 18:30:00 GMT</pubDate><category>Rust</category><category>Terminal UI</category><category>Performance</category><category>BetterTUI</category></item><item><title>Why I Like Static First Websites in 2026</title><link>https://soumitrasaha.com/blogs/why-i-like-static-first-websites-in-2026/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/why-i-like-static-first-websites-in-2026/</guid><description>Static first websites are still one of the best choices for portfolios, blogs, docs, and content-heavy products because they are fast, simple, and easy to trust.</description><pubDate>Sun, 30 Aug 2026 18:30:00 GMT</pubDate><category>Astro</category><category>SEO</category><category>Performance</category><category>Frontend</category></item><item><title>Agentic Coding Needs Harness Engineering, Not Just Better Prompts</title><link>https://soumitrasaha.com/blogs/agentic-coding-needs-harness-engineering-not-just-better-prompts/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/agentic-coding-needs-harness-engineering-not-just-better-prompts/</guid><description>My practical view on coding agents: prompts help, but the real quality comes from tools, tests, context, permissions, and a good harness loop.</description><pubDate>Sat, 29 Aug 2026 18:30:00 GMT</pubDate><category>AI Agents</category><category>Developer Tools</category><category>Testing</category><category>Architecture</category></item><item><title>Designing a Database Layer That Survives Product Changes</title><link>https://soumitrasaha.com/blogs/designing-a-database-layer-that-survives-product-changes/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/designing-a-database-layer-that-survives-product-changes/</guid><description>The database layer should keep product code stable when schema, queries, and business rules change. This is how I like to think about it.</description><pubDate>Fri, 28 Aug 2026 18:30:00 GMT</pubDate><category>Database</category><category>Backend</category><category>Architecture</category><category>TypeScript</category></item><item><title>How I Evaluate AI Models for Coding Work</title><link>https://soumitrasaha.com/blogs/how-i-evaluate-ai-models-for-coding-work/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/how-i-evaluate-ai-models-for-coding-work/</guid><description>Benchmarks are useful, but I judge coding models by how they behave inside real repositories: reading context, editing safely, testing properly, and admitting uncertainty.</description><pubDate>Thu, 27 Aug 2026 18:30:00 GMT</pubDate><category>AI Models</category><category>Coding Agents</category><category>Benchmarks</category><category>Developer Tools</category></item><item><title>From Feature Branch to Production: My Shipping Checklist</title><link>https://soumitrasaha.com/blogs/from-feature-branch-to-production-my-shipping-checklist/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/from-feature-branch-to-production-my-shipping-checklist/</guid><description>The checklist I like before shipping: branch discipline, scoped changes, tests, lint, typecheck, build, smoke testing, and honest release notes.</description><pubDate>Wed, 26 Aug 2026 18:30:00 GMT</pubDate><category>Shipping</category><category>Testing</category><category>Git</category><category>Engineering</category></item><item><title>The Kind of Projects I Want to Build Next</title><link>https://soumitrasaha.com/blogs/the-kind-of-projects-i-want-to-build-next/</link><guid isPermaLink="true">https://soumitrasaha.com/blogs/the-kind-of-projects-i-want-to-build-next/</guid><description>The work I am most interested in now: AI-native products, serious frontend systems, backend platforms, Rust developer tools, and products with real users.</description><pubDate>Tue, 25 Aug 2026 18:30:00 GMT</pubDate><category>Freelance</category><category>AI Native</category><category>Rust</category><category>Full Stack</category></item></channel></rss>