AgentAnywhere Blog
Notes on sovereign AI, training-data provenance and model governance, from the team building AgentAnywhere in India. Numbers here are measured, and each one says what it covers.
An AI agent gateway is the front door every agent call passes through. Five questions to ask of one, and how the AgentAnywhere Agent Universal Gateway answers each.
AgentAnywhere Research8 min read
How a drone wind turbine inspection reads each blade for erosion, lightning damage and defects, and how a finding becomes a work order an engineer approves.
AgentAnywhere Research13 min read
How a drone solar panel inspection counts every module and finds hot cells, broken glass, soiling and shading, and what a vision model must see.
AgentAnywhere Research12 min read
How a drone pipeline inspection checks the right-of-way for digging, construction and changes in the surface, and what a vision model has to see.
AgentAnywhere Research12 min read
How a drone power line inspection looks at towers, conductors and insulators and the trees beside them, and what a vision model has to see.
AgentAnywhere Research14 min read
AgentAnywhere is a model-agnostic AI agent platform: connect your own account for Manthan, OpenAI, Azure OpenAI, Claude, Gemini or Amazon Bedrock, and any of them becomes one step in a governed workflow, with the same answer shape.
AgentAnywhere Research7 min read
AI agents in banking can prepare a credit memo; a person decides the loan. One file followed through AgentAnywhere: agents read side by side, a model the bank chose drafts, an approver decides, each step on record.
AgentAnywhere Research6 min read
AI in BPO has to keep clients apart. On AgentAnywhere each client is its own workspace, with its own agents, chosen model, stored keys, runs and audit events, and a person approving what goes out.
AgentAnywhere Research6 min read
Air-gapped AI agents keep the platform, the model and the records in one closed environment. One maintenance work order followed through AgentAnywhere: manuals read, history and stores checked, a model inside drafts, an engineer signs.
AgentAnywhere Research6 min read
AgentAnywhere records every sign-in, role change, agent change, connection, approval and answered question as an audit event: who, what, on what, with what result, from where and when, searchable and exportable per workspace.
AgentAnywhere Research6 min read
AgentAnywhere shows every workflow run step by step as it happens: which agent ran, how long it took, what failed and why, what is waiting for a person, with logs, traces, metrics and alerts kept inside your own deployment.
AgentAnywhere Research7 min read
How a small on-device command model could give a robot vacuum cleaner, a fridge, a microwave and home automation plain-language commands with no cloud, with safety left to the appliance's firmware.
AgentAnywhere Research8 min read
A design, not yet built: where a small on-device command model would sit beside an open home-automation hub on a small board, what it would receive and return, and how the hub would check it.
AgentAnywhere Research9 min read
Flight-stack adapters carry an approved command to a drone's autopilot. So far run only against simulators: commands on ArduCopter 4.7.1 and PX4 v1.18.0-rc1.
AgentAnywhere Research10 min read
One disputed card transaction followed through the AgentAnywhere platform at a bank: what agents do, what policy decides, who approves and the audit trail.
AgentAnywhere Research12 min read
One service call followed through the AgentAnywhere platform at a contact centre: live assist, a refund a person approves, wrap-up, review and the audit.
AgentAnywhere Research13 min read
One tasking request followed through the AgentAnywhere platform in an operations room, for satellites, launch and drones: who proposes, who approves.
AgentAnywhere Research12 min read
What prompt injection means for an AI agent that reads customer text and calls tools, what a guardrail can and cannot promise, and what to ask a vendor.
AgentAnywhere Research16 min read
An AI guardrail that blocks ordinary customers is a service and fairness problem. What it costs, what to measure, and how to pilot on your own traffic.
AgentAnywhere Research14 min read
What RBI, SEBI, IRDAI and the card standard expect when a bank or insurer sends customer data to an AI model, and what masking before the model changes.
AgentAnywhere Research18 min read
How an Indian government department can use AI on grievances and records while citizens' identifiers stay inside its perimeter, and which rules apply.
AgentAnywhere Research19 min read
How a contact centre or BPO can use AI on transcripts and live assist while card and ID numbers stay out of the model, for Indian and EU clients.
AgentAnywhere Research18 min read
Step by step: clean nine public-domain story books with Shuddhi, train a 2.6M-parameter model from scratch on a CPU, and seal what it read in a manifest.
AgentAnywhere Research15 min read
Tatva Edge is an on-device AI model that turns a plain-language instruction into exactly one command a machine understands, or refuses. Offline, in India's languages, with a person in command. Talk to us about your machine.
Siddhartha Chandurkar5 min read
Six questions that separate AI you are renting from AI you control: where the data runs, which model decided, what it saw, what stops harm, who approved, and what you will show the regulator.
Siddhartha Chandurkar7 min read
India's DPDP Rules apply to every AI agent that touches personal data. What the Rules require, where agents leak data, and ten fixes to make before the main obligations take effect in May 2027.
AgentAnywhere Research11 min read
The RBI's FREE-AI framework explained: the seven sutras, six pillars and key recommendations, the 2026 draft model-risk guidance that builds on it, and a practical checklist for banks and NBFCs.
AgentAnywhere Research10 min read
Hosting AI in India is not the same as controlling it. Five checks that show whether an AI system is sovereign, and the record to ask for in each.
Siddhartha Chandurkar7 min read
India doesn't speak one language per sentence. Why voice AI breaks on Hinglish and code-mixed speech, what building for it properly looks like, and how to test a vendor on it.
Siddhartha Chandurkar7 min read
Ten practical AI agent use cases for Indian banks, NBFCs and insurers, from KYC exceptions to complaints and fraud triage, tiered by risk, with the human decision and the controls each one needs.
AgentAnywhere Research9 min read
Practical AI agent use cases for defence and national security in India, from maintenance and logistics to intelligence summarisation and cyber triage, designed to run air-gapped, with a human deciding and a red line on targeting.
AgentAnywhere Research9 min read
Where AI agents help across a space programme, from requirements and design reviews through test campaigns and launch to mission operations, with the flight software untouched and every step on record.
AgentAnywhere Research8 min read
Multi-agent AI fails in the gaps between agents. How AgentAnywhere Orchestrator runs agents as services with contracts, typed handoffs, retries, human approval steps and a record of every run.
AgentAnywhere Research8 min read
Regulators are asking which AI systems you run, who owns them and what changed. How a registry gives every agent, model, prompt, tool and policy an owner, a version history, approvals and rollback.
AgentAnywhere Research7 min read
Tatva is AgentAnywhere's on-device model family, built from scratch in India. Tatva Edge turns plain language into one exact command, or none, on satellites, drones, robots, vehicles, wearables and defence systems, with no network.
AgentAnywhere Research8 min read
Tatva Edge lets satellite operators type or say what they want, in English or an Indian language, and get exactly one valid telecommand, checked against flight rules, approved by a named person and queued for the pass.
AgentAnywhere Research8 min read
Tatva Edge gives launch and test-stand teams a plain-language console for telemetry, procedures and checkout, offline and inside the range, while the flight computer and flight termination stay model-free by design.
AgentAnywhere Research7 min read
Tatva Edge runs on a drone's companion computer with no network, turning an operator's plain-language instruction into one exact mission command, with geofences enforced outside the model and a named human approving.
AgentAnywhere Research8 min read
Tatva Edge lets operators give robots and machines task-level instructions in Hindi, Hinglish or English, on the device and offline, with limits enforced outside the model and the certified safety controller untouched.
AgentAnywhere Research8 min read
Tatva Edge gives humanoid and mobile-manipulator robots plain-language task commands in English and Hinglish, on the robot and offline, with people-safety rules outside the model and a human approving.
AgentAnywhere Research8 min read
Tatva Edge is an offline, in-cabin voice command model for cars, two-wheelers and commercial vehicles: Indian languages and Hinglish, on the vehicle, with no cloud. Comfort, navigation and media only, never driving.
AgentAnywhere Research7 min read
Tatva Edge is a small, offline command model for smartwatches, earbuds, fitness bands and rugged field wearables: Indian-language voice commands understood on the device, with health data kept on the wrist.
AgentAnywhere Research7 min read
Tatva Edge brings plain-language commanding to sensors, drones and logistics at forward posts and air-gapped sites: built from scratch in India, runs with no link out, and cannot target or release a weapon.
AgentAnywhere Research8 min read
The AgentAnywhere platform lets banks, insurers, contact centres, defence and space programmes build, run and govern AI agents on one sovereign runtime — inside their own perimeter — with a named human approving consequential actions and every step of a run recorded.
AgentAnywhere Research10 min read
AgentAnywhere Aavaran classifies PII, financial and regulated data on each call it handles and masks it — by reversible tokenization or irreversible redaction — before any model, tool or embedding sees the raw value, with every mask logged as a signed Trust Receipt. Built for contact centres, PSU banks, insurers, defence and space.
AgentAnywhere Research9 min read
AgentAnywhere Model Hub is a governance-aware model registry: every model carries provenance, evaluation history, policy bindings and a signed audit trail, so a bank, a defence programme or a contact centre can answer which model produced an output, what its limits were and who approved it.
AgentAnywhere Research9 min read
Shuddhi is an Apache-2.0 data factory that cleans LLM training corpora and seals them with a verifiable build hash — including your EU AI Act Article 53(1)(d) summary.
AgentAnywhere Research8 min read
Journalists & analysts
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