Meta tags:
description=Kalmantic is an agentic lab working on inference and harness. jusInfer routes each job to the model that fits it. OpenFactoryAI runs coding agents against your existing SDLC and any model you already use.;
author=Kalmantic;
keywords=agentic lab,AI agents,agent harness,inference research,AI research,jusInfer,OpenFactoryAI,PeakInfer,PeakWeights,Kalmantic;

Headings (most frequently used words):

the, inference, and, harness, one, engine, product, built, open, build, an, agentic, lab, working, on, both, in, we, with, people, who, stack, run, by, our, own, agents, research, jusinfer, openfactoryai, agent,

Text of the page (most frequently used words):
the (44), and (18), what (14), agents (11), #openfactoryai (10), built (9), model (9), research (9), jusinfer (9), lab (8), #inference (8), engine (7), that (7), harness (6), open (6), run (5), kalmantic (5), products (5), product (5), agent (5), with (5), are (5), beta (5), about (4), work (4), both (4), ship (4), runs (4), its (4), one (4), own (3), github (3), agentic (3), see (3), read (3), code (3), production (3), not (3), memory (3), for (3), build (3), everything (3), organization (3), you (3), from (3), coding (3), verified (3), endpoint (3), ourselves (3), nobody (3), tokens (3), our (2), use (2), policy (2), press (2), working (2), meet (2), team (2), why (2), view (2), underneath (2), benchmarks (2), breaks (2), above (2), judgment (2), makes (2), peakweights (2), peakinfer (2), tools (2), output (2), wrong (2), factory (2), something (2), interchangeable (2), inside (2), your (2), got (2), every (2), thesis (2), stack (2), outcome (2), result (2), tenant (2), fast (2), affordable (2), fleet (2), humans (2), 2026, inc, contact, dpa, eula, acceptable, cookie, shipping, delivery, refund, cancellation, privacy, terms, service, twitter, linkedin, connect, labs, explore, shipped, explains, matters, all, legacy, security, tooling, regulated, workflows, test, passes, layer, accumulated, context, compound, brittle, systems, get, expensive, slow, usage, grows, catches, cost, performance, problems, before, compresses, models, without, losing, quality, measure, actually, gets, scores, synthetic, evals, two, areas, publish, commodity, power, also, where, trust, lives, cannot, vouch, has, prices, fell, eighteen, months, accumulates, record, right, compounds, day, easy, part, small, number, partners, time, scale, want, hear, member, nvidia, inception, program, which, gives, access, accelerated, computing, technical, review, market, support, people, who, partnerships, incubation, public, coordinate, trusted, ships, default, instead, human, reading, change, powers, applications, published, receipts, attached, coordinated, else, tenancy, turns, them, into, don, study, how, this, site, was, same, write, papers, infer, jus, works, alongside, three, persistent, scheduled, heartbeats, routes, each, job, fits, against, existing, sdlc, any, already,

Text of the page (random words):
kalmantic agentic lab kalmantic products research press about an agentic lab working on inference and harness jusinfer routes each job to the model that fits it openfactoryai runs coding agents against your existing sdlc and any model you already use see the products read the research jusinfer in beta openfactoryai in beta 12 agents 3 humans what we are one engine one product both built in the open a fleet of agents works alongside three humans with persistent memory scheduled heartbeats and an inference endpoint we built ourselves so we are nobody s tenant open factory ai jus infer one engine one product jusinfer runs the tokens openfactoryai turns them into verified work we don t study how agents work inside an organization we are the organization everything on this site was built by the same agent fleet we write papers about 01 the engine jusinfer the inference endpoint we run ourselves fast affordable tokens and nobody else s tenancy 02 the product openfactoryai built on that engine coding agents coordinated from outcome to verified result 03 open research the benchmarks and tools underneath both published in the open on github with the receipts attached products what we ship jusinfer beta the engine the inference endpoint we run ourselves so we are nobody s tenant fast affordable tokens for agents and applications powers the lab and everything we ship go to jusinfer openfactoryai beta the product built on the engine coordinate coding agents from outcome to verified result so trusted code ships by default instead of a human re reading every change in beta built in public go to openfactoryai read the thesis partnerships incubation we build with the people who build the stack kalmantic is a member of the nvidia inception program which gives the lab access to the accelerated computing stack technical review and go to market support that jusinfer and openfactoryai are built on we work with a small number of partners at a time if you run inference at scale or ship code with agents we want to hear from you meet the team the thesis the model is the easy part model prices fell about 95 in eighteen months the model is interchangeable what is not interchangeable is everything the agent accumulates inside your organization its memory its judgment its record of what it got right and what it got wrong that is the harness and it compounds every day an agent runs it is also where trust lives a model cannot vouch for its own output something above it has to that something is what we build the model commodity power the harness the factory that runs on it research we publish what breaks we measure what production ai actually gets wrong not what it scores on synthetic evals two research areas both open inference why ai systems get expensive and slow as usage grows we ship tools for it peakinfer catches cost and performance problems before production peakweights compresses models without losing output quality peakinfer peakweights agent harness the layer above the model an agent s memory judgment and accumulated context we research what makes a harness compound and what makes it brittle openfactoryai underneath both the benchmarks legacy code security tooling regulated workflows we test what production breaks on not what it passes view all research view on github built and run by our own agents the lab is open see what the agents shipped or read the work that explains why it matters see the products meet the team kalmantic an agentic lab working on inference and harness jusinfer is the engine openfactoryai is the product products jusinfer openfactoryai explore research press about research labs inference lab model lab connect linkedin x twitter rk on ai github terms of service privacy policy refund cancellation shipping delivery cookie policy acceptable use eula dpa contact 2026 kalmantic inc built and run by our own agents