KeyValue

Both models passed your evals. Which one should you ship? The one with the higher benchmark score is not always the right choice. AI agents do more than generate answers. They reason across multiple steps, call tools, manage context, and make decisions that shape everything that follows. That means LLM selection for an agent workflow depends on more than reasoning quality. Tool-calling reliability, overall latency, cost per completed task, context handling, and consistency can determine whether an agent succeeds or quietly fails in production. Our latest blog presents a practical framework for comparing models using real-world tasks, stress tests, and production-relevant metrics. Read the blog to learn how to choose an LLM that performs where it matters most, in production: https://lnkd.in/ddAJfXrn #Netra #LLMs #AgenticAI #LLMEvaluation #keyValueSystems 

AI agents are getting better at completing tasks. Now the interface needs to catch up. Our AI team explored how A2UI can help agents move beyond text responses to deliver the forms, cards, and controls a task actually needs. Watch the full video on the KeyLabz YouTube channel to see it in action as our team builds an interactive travel planner using Google ADK and CopilotKit. A practical look at what comes after chat-first AI.

Good footage tells you something. A great edit makes you feel it. That's exactly the kind of craft Albert S Mannoor brings to KeyValue as our new Video Editor. Sharp timing, clean storytelling, and the kind of creative eye that knows when a frame needs one more second or one less. Our content just got an upgrade in the editing room. Welcome aboard! We are the best delivery engine for product development, leveraging AI to deliver high-value software products and solutions across industries, geographies, and technologies. To know more about us, visit : https://lnkd.in/gGQSdUvU #WelcomeAboard #ContentCreation #VideoEditor #NewBeginnings #GrowWithUs #keyValueSystems

What a run. 🏆 Proud to bring home the Runner-Up trophy from the Techies Champions League, along with memories worth celebrating. While the world is caught up in football fever, our own squad gave us plenty to cheer about. Match after match, they brought the teamwork, composure, and chemistry that brought the players together as one solid unit. Congratulations to every team that stepped onto the pitch and made the tournament one to remember. Here’s to more goals, on and off the field. #RunnersUp #Football #TechiesChampionsLeague #keyValueSystems

New faces. New ideas. Same love for building what matters. Our newest batch of fresh talent is officially here, with big dreams, the excitement of starting a new journey, the curiosity to ask questions, and the hunger to learn. And we get to give them something just as formative in return: a culture where people are trusted early, guided closely, and encouraged to grow into builders who think beyond tickets. Because at KeyValue, growth has never been just about learning a tech stack or writing cleaner code. It’s about learning how to think, how to work with people, how to take ownership, and how to build products that solve real problems. This is not just the start of their careers. This is where they begin to think like product builders. Here’s to building what’s next, together. We are the best delivery engine for product development, leveraging AI to deliver high-value software products and solutions across industries, geographies, and technologies. To learn more about us, visit: https://lnkd.in/gGQSdUvU #Freshers2026 #NewBeginnings #WelcomingFreshers #EmployeeOnboarding #keyValueSystems

We created enemies for our own AI agents. Then we let them attack relentlessly. Not because we wanted them to fail. Because we wanted them to learn how to survive. Over the last 18 months, we've built AI agents across industries and products. One thing became obvious: once an agent starts using tools, memory, APIs, MCP servers, and multi-step reasoning, testing it like a chatbot isn't enough anymore. So we built Agent OPFOR. Inspired by the military concept of an Opposition Force, OPFOR is our open-source red-teaming framework for AI agents and MCP servers. It thinks like an adversary, probing prompts, tools, memory, workflows, MCP servers, and reasoning paths to uncover the failures that usually stay hidden until production. We built it for ourselves first. It quickly became part of how we build and ship AI. Today, we're making it available to the entire community. Agent OPFOR is now open source under Apache 2.0. If you're building AI agents, we'd love for you to try it, break it, improve it, and build with it. Check it out! Link in the comments ⬇️ #agentopfor #opensource #redteaming #aiagents #keyvaluesystems

The browser is losing its status as the web’s front door. Yes! APIs are the new UI. Ask your AI: “Book a hotel near Union Square in San Francisco for under $400 that offers free cancellation.” Instead of sending you to Expedia or Kayak, the agent does the search, comparison, and transaction. AI agents today do more than answer: they plan, act, and transact, collapsing the traditional funnel into prompt → decision → transaction. This shift raises three urgent questions for product leaders: How will agents discover your product? How do you earn a trusted slot with AI agents? And what becomes the UX when agents, not people, drive interactions? And the answers are clear: adopt an API-first architecture; publish machine-readable data plus telemetry and trust signals; design for deep interoperability; track agent-centric KPIs; and partner with agent platforms. Read the blog to see how AI agents are rewriting the rules of discovery and whether your product is ready to be found when the UI disappears: https://lnkd.in/d9HKX8EP #APIs #UI #AgenticAI #APIFirst #keyValueSystems 

"𝘞𝘦'𝘷𝘦 𝘣𝘦𝘦𝘯 𝘱𝘢𝘳𝘵𝘯𝘦𝘳𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘒𝘦𝘺𝘝𝘢𝘭𝘶𝘦 𝘵𝘰 𝘣𝘶𝘪𝘭𝘥 𝘉𝘳𝘦𝘷𝘪𝘢𝘯, 𝘢𝘯𝘥 𝘵𝘩𝘦𝘺'𝘷𝘦 𝘣𝘦𝘦𝘯 𝘵𝘩𝘦 𝘦𝘯𝘨𝘪𝘯𝘦𝘦𝘳𝘴 𝘣𝘦𝘩𝘪𝘯𝘥 𝘵𝘩𝘦 𝘱𝘳𝘰𝘥𝘶𝘤𝘵 𝘴𝘪𝘯𝘤𝘦 𝘦𝘢𝘳𝘭𝘺 𝘰𝘯. 𝘞𝘩𝘢𝘵 𝘴𝘦𝘵𝘴 𝘵𝘩𝘦𝘮 𝘢𝘱𝘢𝘳𝘵 𝘪𝘴𝘯'𝘵 𝘫𝘶𝘴𝘵 𝘵𝘩𝘦𝘪𝘳 𝘵𝘦𝘤𝘩𝘯𝘪𝘤𝘢𝘭 𝘳𝘢𝘯𝘨𝘦 — 𝘪𝘵'𝘴 𝘩𝘰𝘸 𝘵𝘩𝘦𝘺 𝘴𝘩𝘰𝘸 𝘶𝘱. 𝘍𝘳𝘰𝘮 𝘥𝘢𝘺 𝘰𝘯𝘦, 𝘵𝘩𝘦 𝘵𝘦𝘢𝘮 𝘵𝘳𝘦𝘢𝘵𝘦𝘥 𝘵𝘩𝘦 𝘤𝘰𝘥𝘦𝘣𝘢𝘴𝘦 𝘭𝘪𝘬𝘦 𝘧𝘰𝘶𝘯𝘥𝘦𝘳𝘴 𝘸𝘰𝘶𝘭𝘥: 𝘢𝘴𝘬𝘪𝘯𝘨 𝘵𝘩𝘦 𝘩𝘢𝘳𝘥 𝘲𝘶𝘦𝘴𝘵𝘪𝘰𝘯𝘴, 𝘱𝘶𝘴𝘩𝘪𝘯𝘨 𝘣𝘢𝘤𝘬 𝘸𝘩𝘦𝘯 𝘴𝘰𝘮𝘦𝘵𝘩𝘪𝘯𝘨 𝘥𝘪𝘥𝘯'𝘵 𝘮𝘢𝘬𝘦 𝘴𝘦𝘯𝘴𝘦, 𝘢𝘯𝘥 𝘴𝘩𝘪𝘱𝘱𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘢 𝘭𝘦𝘷𝘦𝘭 𝘰𝘧 𝘤𝘢𝘳𝘦 𝘵𝘩𝘢𝘵'𝘴 𝘳𝘢𝘳𝘦 𝘪𝘯 𝘢𝘯𝘺 𝘦𝘯𝘨𝘢𝘨𝘦𝘮𝘦𝘯𝘵, 𝘭𝘦𝘵 𝘢𝘭𝘰𝘯𝘦 𝘢𝘯 𝘰𝘶𝘵𝘴𝘰𝘶𝘳𝘤𝘦𝘥 𝘰𝘯𝘦. 𝘛𝘩𝘦 𝘭𝘪𝘯𝘦 𝘣𝘦𝘵𝘸𝘦𝘦𝘯 "𝘷𝘦𝘯𝘥𝘰𝘳" 𝘢𝘯𝘥 "𝘵𝘦𝘢𝘮" 𝘥𝘪𝘴𝘢𝘱𝘱𝘦𝘢𝘳𝘦𝘥 𝘪𝘯 𝘵𝘩𝘦 𝘧𝘪𝘳𝘴𝘵 𝘧𝘦𝘸 𝘸𝘦𝘦𝘬𝘴. 𝘛𝘩𝘦 𝘰𝘸𝘯𝘦𝘳𝘴𝘩𝘪𝘱 𝘪𝘴 𝘳𝘦𝘢𝘭. 𝘛𝘩𝘦𝘺 𝘥𝘰𝘯'𝘵 𝘸𝘢𝘪𝘵 𝘧𝘰𝘳 𝘵𝘪𝘤𝘬𝘦𝘵𝘴. 𝘛𝘩𝘦𝘺 𝘴𝘶𝘳𝘧𝘢𝘤𝘦 𝘪𝘴𝘴𝘶𝘦𝘴 𝘦𝘢𝘳𝘭𝘺, 𝘱𝘳𝘰𝘱𝘰𝘴𝘦 𝘵𝘩𝘦 𝘧𝘪𝘹, 𝘢𝘯𝘥 𝘧𝘰𝘭𝘭𝘰𝘸 𝘵𝘩𝘳𝘰𝘶𝘨𝘩 𝘶𝘯𝘵𝘪𝘭 𝘪𝘵'𝘴 𝘪𝘯 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘰𝘯. 𝘛𝘩𝘦 𝘸𝘰𝘳𝘬 𝘦𝘵𝘩𝘪𝘤 𝘮𝘢𝘵𝘤𝘩𝘦𝘴 — 𝘭𝘢𝘵𝘦-𝘯𝘪𝘨𝘩𝘵 𝘥𝘦𝘱𝘭𝘰𝘺𝘴 𝘸𝘩𝘦𝘯 𝘴𝘰𝘮𝘦𝘵𝘩𝘪𝘯𝘨'𝘴 𝘣𝘳𝘰𝘬𝘦𝘯, 𝘸𝘦𝘦𝘬𝘦𝘯𝘥 𝘱𝘶𝘴𝘩𝘦𝘴 𝘸𝘩𝘦𝘯 𝘢 𝘳𝘦𝘭𝘦𝘢𝘴𝘦 𝘪𝘴 𝘰𝘯 𝘵𝘩𝘦 𝘭𝘪𝘯𝘦, 𝘢𝘯𝘥 𝘢 𝘤𝘰𝘯𝘴𝘪𝘴𝘵𝘦𝘯𝘵 𝘣𝘪𝘢𝘴 𝘵𝘰𝘸𝘢𝘳𝘥 𝘨𝘦𝘵𝘵𝘪𝘯𝘨 𝘪𝘵 𝘳𝘪𝘨𝘩𝘵 𝘳𝘢𝘵𝘩𝘦𝘳 𝘵𝘩𝘢𝘯 𝘫𝘶𝘴𝘵 𝘨𝘦𝘵𝘵𝘪𝘯𝘨 𝘪𝘵 𝘥𝘰𝘯𝘦. 𝘛𝘩𝘦𝘺'𝘷𝘦 𝘲𝘶𝘪𝘦𝘵𝘭𝘺 𝘳𝘢𝘪𝘴𝘦𝘥 𝘰𝘶𝘳 𝘣𝘢𝘳 𝘰𝘯 𝘸𝘩𝘢𝘵 𝘨𝘰𝘰𝘥 𝘦𝘯𝘨𝘪𝘯𝘦𝘦𝘳𝘪𝘯𝘨 𝘭𝘰𝘰𝘬𝘴 𝘭𝘪𝘬𝘦. 𝘐𝘧 𝘺𝘰𝘶'𝘳𝘦 𝘢 𝘧𝘰𝘶𝘯𝘥𝘦𝘳 𝘭𝘰𝘰𝘬𝘪𝘯𝘨 𝘧𝘰𝘳 𝘢𝘯 𝘦𝘯𝘨𝘪𝘯𝘦𝘦𝘳𝘪𝘯𝘨 𝘱𝘢𝘳𝘵𝘯𝘦𝘳 𝘸𝘩𝘰 𝘸𝘪𝘭𝘭 𝘵𝘳𝘦𝘢𝘵 𝘺𝘰𝘶𝘳 𝘱𝘳𝘰𝘥𝘶𝘤𝘵 𝘭𝘪𝘬𝘦 𝘵𝘩𝘦𝘪𝘳 𝘰𝘸𝘯, 𝘒𝘦𝘺𝘝𝘢𝘭𝘶𝘦 𝘪𝘴 𝘵𝘩𝘦 𝘵𝘦𝘢𝘮 𝘐'𝘥 𝘱𝘪𝘤𝘬 𝘢𝘨𝘢𝘪𝘯 — 𝘢𝘯𝘥 𝘵𝘩𝘦 𝘰𝘯𝘦 𝘐 𝘳𝘦𝘤𝘰𝘮𝘮𝘦𝘯𝘥 𝘸𝘪𝘵𝘩𝘰𝘶𝘵 𝘩𝘦𝘴𝘪𝘵𝘢𝘵𝘪𝘰𝘯." We partnered with Brevian to help revenue teams prepare better, execute smarter, and improve with every deal through AI. A special thanks to Anupreet Walia, CTO & Co-Founder of Brevian, for the trust they’ve placed in us.

India’s AI future is being built by teams bold enough to solve for its diverse languages, scale, and real-world complexity. Sarvam marks its entry into India’s AI unicorn club, raising $234M in the first close of its $300M Series B at a $1.5B valuation, with HCLTech and Bessemer Venture Partners joining the round alongside Khosla Ventures and Peak XV Partners. The team is not just building AI for India; it’s building AI that understands India. Its full-stack sovereign AI platform brings together speech, translation, conversational AI, and multilingual capabilities across 22 Indian languages — creating technology that reflects the country’s diversity, scale, and enterprise needs. We’re proud to partner with Sarvam on this journey, helping turn frontier ideas into scalable, production-ready products that power the next generation of AI adoption. Congratulations to the entire Sarvam team on this landmark moment — and on a meaningful step forward for India’s place in the global AI landscape. #Sarvam #SeriesB #AIUnicorn #Partnership #keyValueSystems

Between meetings, meals, and a million things on your list, what if shopping became the easiest part of your day? Imagine getting exactly what you need — best picks, best prices, without opening a single tab or applying a single filter. Just a conversation. That's chat commerce. On the surface, it feels effortless. You say what you want. The system responds. But underneath, there's real complexity. Live data, fast retrieval, trust, payments, and a big open question: will people actually rely on chat for real purchases? We break down where chat commerce stands today, what's powering it, and where it may realistically go next. If you're building in eCommerce, this is one of those shifts you don't want to sleep on. Read the full blog now: https://lnkd.in/gURhcz2b #chatcommerce #agenticcommerce #ecommerce #keyValueSystems