Founder of eCorpIT. Hands-on engineer leading senior-only delivery for AI apps, custom software, and cloud systems for global clients.
Amazon Bedrock AgentCore is AWS's platform for production AI agents. Its Web Search tool reached GA on 17 June 2026 at $7 per 1,000 queries. Build a cited, web-grounded agent over MCP, with code and pricing.
Amazon Bedrock's new Mantle console connects Claude Code, Codex, Cursor and more to GPT, Claude and open-weight models with IAM or a Bedrock API key. Here is how to wire each coding agent through Bedrock.
India's DPDP Rules 2025 are notified and the clock is running: consent managers by November 2026, full compliance by mid-May 2027, fines up to Rs 250 crore. The engineering playbook for Indian startups.
MCP connects AI agents to your internal systems, and 78% of enterprise teams already run it. But 43% of public servers had command-injection flaws. What a production-grade custom MCP server needs in 2026, and how
A senior engineer's guide to building a real estate or proptech app in India in 2026: market demand, must-have features, real cost tiers, RERA and DPDP compliance, and where AI actually helps.
AI writes a growing share of enterprise code, and 2026 attacks like GhostApproval and Friendly Fire target the assistants themselves. A senior engineer's guide to the AppSec layer AI-assisted teams need, and how eCorpIT
Everyone compares Gemini 3.5 Pro with GPT-5.6 and Claude Fable 5 off leaked specs. Here is the honest 2026 picture: official prices and benchmarks for what ships today, and why Gemini 3.5 Pro is not really out.
GitHub Copilot now bills by GitHub AI Credits, not seats alone. A senior engineer's guide to credit pools, cost-center caps, per-user budgets and chargeback that holds at scale in 2026.
A 2026 how-to for iOS teams: request the External Purchase Link Entitlement, configure Info.plist and StoreKit, present Apple's disclosure sheet, and model the EU fee stack before you ship.
Kimi K3 leads the Frontend Code arena and ships open weights by July 27, 2026. A senior engineer's read on its coding benchmarks, $3/$15 API pricing, self-host reality and the adopt-vs-wait decision.
vLLM, Ollama and LM Studio solve different problems. Red Hat measured vLLM at 793 tokens/s versus Ollama's 41, and local inference costs about $0.18-0.29 per million tokens. Throughput, GPU cost, and when each wins.
Meta reportedly plans Meta Compute to rent out its spare AI GPUs, and the news moved billions on 1 July 2026. What is confirmed, why the neoclouds fell hardest, and whether renting surplus GPU capacity is worth it.
Meta's Muse Spark 1.1 API launched at $1.25/$4.25 per million tokens, about a quarter of OpenAI and Anthropic rates. The real monthly cost math against GPT-5.6 and Claude, plus when switching your agents makes sense.
India's NPCI is designing a Unified Agent Protocol so AI agents can be registered and authorised to make UPI payments, pending RBI approval. For fintech teams, prep starts now: identity, limits and logs.
How to decide where your mobile app's AI runs in 2026: Apple's on-device AFM 3 models, Google's Gemini Nano and cloud APIs compared on privacy, cost, latency and capability, with a hybrid pattern that ships.
PostgreSQL 18 brings asynchronous I/O with up to 3x faster reads, time-ordered uuidv7, and RETURNING OLD/NEW. This 2026 guide covers io_method tuning, a uuidv4-to-uuidv7 migration, and the upgrade gotchas, from page
PyTorch 2.13 landed FlexAttention on the Mac's Metal backend, with a documented ~12x speedup over SDPA on sparse masks. Here is what the numbers mean, how to write a mask in two lines, and where MLX still wins.
PyTorch 2.13 lands FlexAttention on Apple Silicon with Metal kernels for sparse prefill and decode, up to 12x faster than SDPA. How the API works, what the numbers show, and when block-sparse attention pays off on a Mac.
A senior-engineer comparison of RAG embedding models in 2026: NVIDIA Nemotron 3 Embed, OpenAI text-embedding-3, Cohere Embed v4 and open-weight Qwen3, with RTEB benchmarks, pricing and self-host break-even math.
On 15 July 2026 the Union Cabinet cleared Rs 1.27 lakh crore for India Semiconductor Mission 2.0, replacing flat grants with a grant-plus-equity model and recalibrated incentives. A senior engineer's read on what
Slopsquatting turns AI package hallucinations into supply-chain attacks. A practical guide to the data, the confirmed incidents, and seven CI controls that block hallucinated dependencies before they reach production
India's Account Aggregator network spans 1,120 regulated entities and 450 million fulfilled consents. A technical guide to the consent artefact, ReBIT APIs, FIU eligibility and the DPDP consent manager overlap.
Microsoft shipped AKS on bare metal to public preview on 2 June 2026. The validated hardware list runs from a $2,762 rugged mini PC to an ASUS NUC, and nothing on it trains a model. Here is what the feature actually
Android 17 shipped on 16 June 2026 and removed the large-screen opt-out for apps targeting API level 37. Here is what stops working, the four failure modes that show up first, and the Compose code that fixes them.
