Making Small Models Reliable at Tool-Calling https://aitechconnect.in/tips/small-model-tool-call-reliability-retry-repair-verify-2026

Verify the Model You Are Actually Being Served Providers repoint aliases, roll checkpoints out gradually and re-tune safety. If your product depends on the model, you need your own detector. Here is how to build one. https://aitechconnect.in/tips/verify-model-provenance-cutoff-drift-2026

Domain Expert to AI Engineer: A 12-Month Switch Plan https://aitechconnect.in/tips/domain-expert-to-ai-engineer-12-month-switch-2026

AMD Buys Taalas, the Chip That Hardwires One Model in Silicon https://aitechconnect.in/news/amd-taalas-acquisition-hardwired-model-silicon-2026

Sequoia's $1B Nuclear Bet on AI Data Centre Power https://aitechconnect.in/news/valar-atomics-1b-series-b-nuclear-ai-data-centres-2026

Meta's Muse Glimmer Puts a 30B Agent Model on Your Laptop https://aitechconnect.in/news/meta-muse-glimmer-30b-apache-local-agents-2026

Build a Deep Research Agent: Plan, Search, Verify, Cite https://aitechconnect.in/tips/build-deep-research-agent-plan-verify-cite-2026

Roll Out Coding Agents Across an Engineering Team Without Chaos https://aitechconnect.in/tips/roll-out-coding-agents-engineering-team-2026

Land Your First AI Conference Talk: A CFP Playbook That Works https://aitechconnect.in/tips/first-ai-conference-talk-cfp-playbook-2026

Indian AI Startup Funding Up 4x in H1 2026 — Still a Rounding Error? https://aitechconnect.in/news/india-ai-startup-funding-4x-h1-2026

Gemini 3.6 Flash Hit GA in July: Google's Subagent-Tier Play Gemini 3.6 Flash and 3.5 Flash-Lite hit general availability in July with cheaper output and stronger agentic planning. Verified pricing and a subagent-stack playbook. https://aitechconnect.in/news/gemini-3-6-flash-ga-subagent-tier-2026

Claude Code Turns Auto Mode On by Default: What Changes 14 August https://aitechconnect.in/news/claude-code-auto-mode-default-august-2026

Pass the LLM System Design Interview: The Round Nobody Preps For https://aitechconnect.in/tips/llm-system-design-interview-2026

Calibrate Your LLM Judge Against Humans Before You Trust It Raw agreement overstates judge quality by 33 to 41 percentage points. Build a human baseline, measure kappa per class, and loop until the numbers hold. https://aitechconnect.in/tips/calibrate-llm-judge-human-agreement-2026

Model Routing and Cascades: Cut LLM Spend Without Losing Quality Route easy requests to a small model, escalate the hard ones. Architectures, working Python, eval design and a worked cost table at one million requests a month. https://aitechconnect.in/tips/model-routing-cascades-cut-llm-spend-2026

London AI Startups Raised $12B in Seven Months. Here's the Map https://aitechconnect.in/news/london-ai-startups-12b-map-2026

What AI Builders Actually Earn in 2026: The Pay Data Is In Glassdoor, Levels.fyi, ITJobsWatch and India GCC data agree: AI pay split into tiers in 2026. The bands by level for the US, UK and India — and which skills price highest. https://aitechconnect.in/news/ai-builder-salaries-2026-pay-data

Anthropic's In-House Chip Team Wants to Halve Claude's Costs https://aitechconnect.in/news/anthropic-in-house-chip-team-inference-costs-2026

Anti-Fabrication Scaffolds: Prompting Models to Say "I Don't Know" https://aitechconnect.in/tips/anti-fabrication-scaffolds-prompting-abstention-2026

The Agent Reliability Engineer: A New AI Role and How to Get Hired https://aitechconnect.in/tips/agent-reliability-engineer-role-get-hired-2026

When Your Agent Has 200 Tools: Retrieval and Deferred Schemas https://aitechconnect.in/tips/dynamic-tool-retrieval-agents-200-tools-2026

Concurrency Bugs in Multi-Agent Systems: Races, Deadlocks, Idempotency https://aitechconnect.in/tips/concurrency-bugs-multi-agent-systems-races-idempotency-2026

Mixed-Vendor GPU Fleets: Inference on NVIDIA, AMD and Cloud TPUs https://aitechconnect.in/tips/mixed-vendor-gpu-fleets-nvidia-amd-tpu-inference-2026

Prefill-Decode Disaggregation: When Splitting LLM Inference Pays https://aitechconnect.in/tips/prefill-decode-disaggregation-llm-serving-2026

Agents That Fail Safe: Blast Radius, Kill Switches, Bounded Harm https://aitechconnect.in/tips/agents-that-fail-safe-blast-radius-kill-switches-2026

Vet the AI Team Before You Sign: Due Diligence for AI Roles Twenty-two questions that separate a real AI engineering role from an AI-branded one, and the answers that should make you walk. https://aitechconnect.in/tips/vet-ai-team-before-you-join-due-diligence-2026

Testing Agent Reliability: pass^k, Perturbation, Fault Injection https://aitechconnect.in/tips/agent-reliability-pass-k-perturbation-fault-injection-2026

Agents Did the Engineering and Still Failed the Research https://aitechconnect.in/news/agents-open-ended-research-shadow-evaluation-2026

OLIX Raises $312M for an Inference Chip That Skips HBM https://aitechconnect.in/news/olix-312m-series-b-photonic-inference-hbm-2026

Hassabis Steps Back and DeepMind's Centre of Gravity Moves West https://aitechconnect.in/news/hassabis-steps-back-deepmind-london-2026