Category
Engineering
Software engineering and architecture — application modernization, microservices, platform engineering, and the practices behind shipping reliable systems.
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Product design scoping in 2026: 7 deliverables that decide whether design survives engineering
Most design engagements are scoped in screens and delivered as pictures, which is why the handoff falls apart. Since the Design Tokens Specification stabilised in October 2025, the deliverable list has changed. Here are
Manu Shukla -
Software supply chain security in 2026: an enterprise playbook after the npm attack wave
In July 2026 attackers poisoned jscrambler and AsyncAPI npm packages; the AsyncAPI payload ran at import time, past install-script defenses. How to secure your software supply chain, with a checklist and comparison
Manu Shukla -
PostgreSQL 19: 5 production changes to test before the September 2026 GA
PostgreSQL 19 beta 2 landed on 16 July 2026 with online REPACK, native SQL/PGQ graph queries, self-scaling async I/O, parallel autovacuum and controllable query plans. Here are the five changes production teams should
Manu Shukla -
Visual Studio 2026 agent skills: 6 folders your agent reads, and the trust gap platform teams must close
Since the April 2026 update, Copilot agents in Visual Studio automatically discover skills from six directories, three of which live inside the repository. Microsoft shipped a trust dialog for MCP servers in June. Agent
Manu Shukla -
Android developer verification: the 30 September 2026 checklist for 4 countries and 7 stores
From 30 September 2026, unregistered Android apps stop installing in four countries across seven app stores. Here is what to check, what a D-U-N-S number costs you in lead time, and how to automate registration in CI.
Manu Shukla -
Agritech app development in India 2026: what to build after a $202 Mn funding year
Indian agritech funding fell to $202 Mn across 36 deals in 2025 while AgriStack crossed 8.48 crore farmer IDs. The gap between those two numbers is where the buildable products are.
Manu Shukla -
No-code to production in 2026: 5 signals it is time to rebuild your MVP
Your no-code MVP was fast to build and is now expensive to run. Five measurable signals that it is time to rebuild as production software, a staged migration plan, and the costs on both sides.
Manu Shukla -
GitHub Code Quality now costs $10 per committer: the 2026 billing model and the audit to run this week
Billing for GitHub Code Quality started automatically on 20 July 2026 at $10 per active committer per month, plus Actions minutes and AI usage. The counting rule is unusual, and it changes which repositories are worth
Manu Shukla -
MCP Apps in 6 steps: ship a server-rendered UI on the 2026-07-28 spec
MCP Apps shipped on 26 January 2026 as the first official MCP extension. Here is how the ui:// resource, the _meta.ui.resourceUri link, the sandbox CSP and the stateless 2026-07-28 core fit together.
Manu Shukla -
Next.js July 2026 security release: 9 CVEs patched in 16.2.11 and 15.5.21
The first scheduled Next.js security release landed on 20 July 2026 with nine CVEs across App Router, Server Actions, rewrites and the image endpoint. Here is who is actually exposed and how to patch.
Manu Shukla -
5 ways offshore engineering teams in India fail in 2026, and the structure that prevents it
Zinnov and Nasscom counted 2,117 GCCs in India in FY2026, yet 43% remain stuck at the Satellite stage. The five failure modes that keep offshore engineering teams there, and how to structure around them.
Manu Shukla -
24% more merged PRs: Microsoft's 2026 Claude Code study, and what it does not prove
Microsoft's July 2026 study found adopters of Claude Code and Copilot CLI merged 24% more pull requests. The per-tool numbers, the dose-response curve and the paper's caveats matter more than the headline.
Manu Shukla -
VS Code 1.129 agent host: the 6 settings platform teams must decide first
VS Code 1.129 moved agent sessions into a dedicated process on 15 July 2026. Sessions now outlive the window that started them, which makes chat.agentHost.enabled a platform decision, not a user one.
Manu Shukla -
ADK 2.0 workflows cut a benchmark run from 5,152 to 2,265 tokens: when a graph beats an LLM loop
ADK Python 2.0 went GA on 19 May 2026 and ADK Go 2.0 on 30 June 2026, both on a graph execution engine. How to choose between a workflow and an autonomous agent, with code and breaking changes.
Manu Shukla -
Capsem 2026 setup guide: sandbox Claude Code, Gemini CLI and Codex in isolated VMs
Two Cursor flaws rated 9.8 let a single prompt escape the editor's sandbox and run commands as you. Capsem takes a different line: a hardware-isolated Linux VM per agent session, with every HTTPS request inspected
Manu Shukla -
Copilot browser tools went GA on 1 July 2026: 7 controls to set before your team ships
Browser tools for GitHub Copilot in VS Code became generally available on 1 July 2026 and ship enabled by default. These are the settings, policies and rollout order that keep agent browsing contained.
Manu Shukla -
C# 15 union types in .NET 11: migrating off OneOf without boxing your hot path
Union types arrive in C# 15 with .NET 11, expected November 2026. The compiler generates a struct that stores its contents as object?, so every int or struct case boxes on assignment. There is a documented way around it.
Manu Shukla -
DPDP legacy data: 6 steps to remediate pre-consent records before May 2027
Most Indian companies hold years of personal data collected before the DPDP Act. Section 5(2) says you owe those people a notice. Here is how to find that data, send the notice, and erase what you cannot justify.
Manu Shukla -
EU AI Act Article 50 applies from 2 August 2026: a 9-step AI content marking checklist
From 2 August 2026 providers must mark generative AI output in a machine-readable format and deployers must label deepfakes. Systems already on the market get until 2 December 2026. What that means in code.
Manu Shukla -
Kerberos RC4 enforcement lands in July 2026: the 9 events that tell you what will break
Microsoft's RC4 hardening for CVE-2026-20833 reaches its final phase with the July 2026 Windows updates, removing the registry rollback switch. Here are the nine audit events, the encryption-type values that trip people
Manu Shukla -
MySQL 8.0 EOL on 31 July 2026: extended support costs and the 8.4 upgrade plan
Amazon RDS for MySQL 8.0 reaches end of standard support on 31 July 2026, and Extended Support billing begins the next day at roughly $292/month for a single db.r5.xlarge. Azure and Google Cloud bill from 1 January
Manu Shukla -
RBI data governance draft 2026: 4 new roles banks and NBFCs must staff by August 17
The RBI's draft Guidance on Regulatory Expectations for Data Governance runs to 63 paragraphs across 6 chapters and covers 11 categories of regulated entity. Here is the engineering work it implies.
Manu Shukla -
1Password for Claude: how to let an AI agent log in without exposing your password (2026)
On July 16, 2026, 1Password launched 1Password for Claude: a zero-exposure model that lets an AI agent complete logins and one-time codes while the secret never enters the model. Here is how it works.
Manu Shukla -
2026 AI agent frameworks compared: LangGraph vs CrewAI vs Microsoft Agent Framework vs Pydantic AI
Five agent frameworks hit production maturity by mid-2026: LangGraph 1.0, CrewAI, Microsoft Agent Framework 1.0, Pydantic AI V2 and LlamaIndex Workflows 1.0. Here is how to choose by your dominant constraint.
Manu Shukla -
2M-token context vs RAG in 2026: cost, latency and when each actually wins
Gemini 3.5 Pro's 2M-token context reopened the long-context vs RAG debate. Here is the real cost math, the accuracy that breaks mid-window, and a decision framework for backend and ML engineers in 2026.
Manu Shukla -
DPDP Act 2026: the engineering playbook for Indian startups (deadlines, consent, breach)
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.
Manu Shukla -
GitHub Copilot cost control in 2026: cap agent bills with credit pools and budgets
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.
Manu Shukla -
Postgres 18 in production: async I/O tuning, uuidv7, and a safe upgrade in 2026
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
Manu Shukla -
PyTorch 2.13 brings FlexAttention to Apple Silicon: a 12x sparse-attention speedup
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.
Manu Shukla -
PyTorch 2.13 on Apple Silicon: FlexAttention is up to 12x faster than SDPA
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.
Manu Shukla -
Slopsquatting in 2026: 7 controls to stop AI-hallucinated packages in CI
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
Manu Shukla -
MCP 2026-07-28 lands on 28 July: what breaks, what does not, and how to migrate
The 2026-07-28 MCP revision removes the initialize handshake and the protocol-level session, so any instance can serve any request. The maintainers say nothing switches off on 28 July.
Manu Shukla -
84 malicious npm versions in 6 minutes: the 2026 TanStack trusted-publishing breach and the CI config that stops it
TanStack's release pipeline authenticated 84 malicious npm versions in six minutes using a valid OIDC token. No token was stolen. Here is the chain, and the controls that close it as of July 2026.
Manu Shukla -
10 of 11 AI coding agents failed GuardFall: how to harden the shell guard in 2026
Adversa AI tested 11 open-source coding agents in June 2026 and beat the safety filter on 10 of them with shell tricks that are 30 years old. How the bypass works, which designs held, what to change now.
Manu Shukla -
DPDP compliance costs for Indian startups: what to budget before 13 May 2027
Penalties reach ₹250 crore and full compliance is due 13 May 2027. Vendors quote ₹15 lakh to ₹2 crore. Here is what DPDP compliance actually costs a startup, and which line items you can build yourself.
Manu Shukla -
Data platform engineering for agentic AI in 2026: why 83% of enterprises must upgrade first
Agents run heavy queries across your whole organisation. If the data is fragmented, the agent is guessing. Here is what the data layer needs before an agent is worth deploying.
Manu Shukla -
7 rules for a regression suite that pays for itself in 2026
GitHub reduced hosted runner prices by up to 39% on 1 January 2026, yet a macOS minute still costs $0.062 against $0.006 for Linux. Google found 84% of pass-to-fail transitions were flaky tests. Seven rules for a suite
Manu Shukla -
Ingress-NGINX retired in March 2026: the Gateway API migration plan for 30 annotations
Ingress-NGINX reached end of life in March 2026, and about half of cloud native environments ran it. A tested migration path to Gateway API using ingress2gateway 1.0, including what it cannot translate.
Manu Shukla -
Kubernetes 1.35 pod certificates and constrained impersonation: what they actually fix
Kubernetes 1.35 shipped Pod Certificates at Beta and constrained impersonation at Alpha. Neither is the zero-trust mTLS upgrade the headlines promised, and the KEP says so directly. Here is the real scope.
Manu Shukla -
11 MCP server CVEs in 2026: the hardening configs that stop them
Eleven CVEs landed against Model Context Protocol implementations in April 2026, and Anthropic called the underlying STDIO behaviour expected. Here is what that means for anyone running MCP servers in production
Manu Shukla -
npm 12 shipped on 8 July 2026 with install scripts off by default: the CI fix
npm 12 is generally available and tagged latest. Lifecycle scripts, git dependencies and remote tarballs are now opt-in, node-gyp builds are blocked, and the failure shows up in CI first. Here is the migration.
Manu Shukla -
Microsoft's record 570-flaw Patch Tuesday: the July 2026 triage plan
Microsoft's July 2026 Patch Tuesday fixed a record 570 flaws, including two zero-days already under attack. AI-assisted discovery is why the number exploded, and why the old triage signals stopped working.
Manu Shukla -
pgvector or a dedicated vector database? A RAG decision guide for 1M to 100M vectors
Most pgvector-versus-vector-database comparisons quote one vendor benchmark from April 2025 that ran no filtered queries and tested an extension most teams do not install. Here is what the primary sources actually
Manu Shukla -
Custom web application development in India in 2026: ₹5 lakh to ₹30 lakh, and when to build
Custom web applications in India run ₹5 lakh to ₹30 lakh in 2026, at engineering rates of $15 to $35 per hour against $100 to $200 in the US. But cost is the wrong first question. Three testable signals decide whether
Manu Shukla -
React Native's talent pool is 10x Flutter's: the 2026 cross-platform decision for CTOs
The React Native talent pool runs roughly 10 to 15 times larger than Flutter's, and a senior US hire takes 4 to 8 weeks against 8 to 16 for Flutter. Performance is no longer the deciding variable: both frameworks clear
Manu Shukla -
Meta shipped Muse Spark 1.1 in 2026: what dev teams should know
Meta shipped Muse Spark 1.1 on July 9, 2026, a 1M-token agentic model priced at a quarter of rival rates. It leads on tool use but trails on raw coding. What that means for how dev teams route work.
Manu Shukla -
Flutter comes to LG webOS TVs in 2026: a cross-platform developer's guide
Flutter now targets LG webOS TVs, with a public SDK expected in the first half of 2026 and LG rewriting its own apps in Flutter. Here is what the big screen adds for cross-platform teams, and when a TV build is worth it.
Manu Shukla -
Angular v21: zoneless by default, Signal Forms, and an AI MCP server (2026)
Angular v21 ships zoneless change detection by default, experimental Signal Forms, Vitest as the default test runner, and a built-in MCP server for AI coding. A developer's guide to the features and a safe upgrade
Manu Shukla -
Bun vs Node.js in 2026: which backend runtime should your team choose?
Bun 1.3 installs packages 25 times faster than npm and boots in milliseconds, but Node.js wins on ecosystem depth and support. A practical 2026 comparison, with real benchmarks and a clear verdict on when to use each.
Manu Shukla -
Node.js runs TypeScript natively in 2026: drop ts-node and your build step
Node.js now strips TypeScript types and runs the JavaScript underneath, so ts-node and a build step are optional. What works, what breaks, and why you still need tsc for type checking in 2026.
Manu Shukla -
Next.js 16.3 and TypeScript 7.0: what the Rust and Go toolchain shift means for web teams in 2026
Next.js 16.3 cut Turbopack dev memory up to 90% and TypeScript 7.0 went GA on July 8, 2026 with a Go compiler that type-checks up to 11.9x faster. What the Rust and Go toolchain shift means for web teams.
Manu Shukla -
AI-assisted cyberattacks in 2026: why 84% abuse the tools you already run
Unit 42 found AI accelerated attacks 4x in 2026, with the fastest intrusions reaching data in 72 minutes and identity behind nearly 90% of breaches. Here is what changed and how CTOs and security leaders should respond.
Manu Shukla -
4 engineering lessons from shipping against the iOS 27 beta
The iOS 27 beta is not a routine recompile. UIScene is now mandatory, Liquid Glass is forced on every app, and beta 1 is full of OS bugs. Four field-tested engineering lessons for teams shipping on Apple platforms
Manu Shukla -
5 lessons from shipping enterprise AI agents in 2026
Over 40% of agentic AI projects will be canceled by the end of 2027, per Gartner. These are the five lessons eCorpIT learned shipping enterprise AI agents that actually reach production, priced in 2026 dollars
Manu Shukla -
5 AI Delivery Lessons From Production Enterprise Builds in 2026
Most enterprise AI never reaches production, and much that does shows no measurable return. Five delivery lessons tied to what breaks between a working demo and a system real users trust in 2026.
Manu Shukla -
5 engineering lessons from shipping AI delivery at eCorpIT (2026)
Five engineering lessons from shipping AI delivery: treat the model as swappable, start with evals not vibes, budget tokens and latency, ground outputs with retrieval, and build security in from day one.
Manu Shukla -
5 engineering lessons from shipping AI delivery work in 2026
The launch of eCorpIT Insights: five engineering lessons from shipping AI delivery work, covering amplification, evals as infrastructure, human review, token economics, and delivery stability.
Manu Shukla -
5 engineering lessons from shipping AI features against iOS 27 betas
Five engineering field notes from building AI features against the iOS 27 betas: the 4,096-token on-device context window, the device split, the Evaluations framework, native tools, and a moving beta target.
Manu Shukla -
7 engineering lessons for shipping production AI in 2026
MIT's 2025 research found 95% of generative AI pilots deliver no measurable return despite $30-40 billion in spend. These seven engineering lessons, drawn from eCorpIT's delivery work, separate the AI projects that
Manu Shukla -
5 hard-won lessons from shipping production AI agents in 2026
Most enterprise AI agents never reach production, and quality kills a third that do. Five hard-won lessons from shipping production AI agents: scope, harness, observability, guardrails and human oversight.
Manu Shukla -
3 engineering lessons from shipping enterprise AI agents in 2026
Gartner expects over 40% of agentic AI projects to be canceled by 2027, and production agents succeed about 56.6% of the time. Three engineering lessons from shipping enterprise AI agents in 2026.
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8 quick-commerce tech decisions for D2C brands in 2026 (ONDC-ready)
Indian D2C brands now sell across their own site, marketplaces, quick commerce, and ONDC at once. Here are eight tech decisions that make an ONDC-ready stack work and stay profitable in 2026.
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5 application modernization patterns that cut delivery risk in 2026
Most modernization fails on delivery risk, not technology. Here are five patterns that cut that risk in 2026, framed as a platform engineering playbook, from strangler fig to DORA-metric guardrails.
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Privacy-first AI architecture: 6 lessons from Apple's 2026 stack
Apple rebuilt its AI stack around privacy in 2026. Here are six lessons founders and engineering leaders can take from its hybrid architecture when building privacy-conscious AI systems.
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Application Modernization: Monolith to Microservices in 2026
Application modernization monolith to microservices in 2026 — strangler fig pattern, costs, ROI timelines, failures to avoid, India + global guide.
Manu Shukla