KERKITO · INTENT → STRUCTURE → CONTRACT
Structure what you ask. Define the contract an answer must satisfy
Kerkito turns intent into an explicit structure, then can compile an answer contract: expected shape, required evidence, acceptable unknowns and validation rules. The engine remains deterministic, local-first and requires no LLM.
Content processed locally
No LLM required
Every inference is explainable
P.O.N.T. CORE · DETERMINISTIC ENGINE
Intent goes in. A verifiable structure comes out.
The engine connects what is explicit, what still needs confirmation, constraints, expected evidence and acceptance rules. It does not write on your behalf: it builds the frame before execution.
P.O.N.T. CORE
What do you want to achieve?
A sentence, a few words or your voice are enough to start. You do not need to know everything now: Kerkito guides you through short stages.
LOCAL-FIRST
4 visible stages, not an endless questionnaire
Kerkito first aims for a useful initial structure. You can stop as soon as it is enough, then resume later.
- 1Your ideaWrite or dictate
- 2UnderstandValidate meaning
- 3ClarifyResolve useful points
- 4StructureGet a usable base
Kerkito separates what is established, what still needs confirmation and what remains open. None of these states is a truth score.
Loading deterministic knowledge base…
Understand
We move forward one step at a time
Stage 2 of 4
A useful first structure arrives before every detail is completed.
WHAT KERKITO UNDERSTOOD
Let us check the meaning first
Kerkito will summarize recognized elements without turning an assumption into certainty.
FIRST STRUCTURE
You can already move forward with this
Kerkito builds a usable base quickly. Remaining questions make it stronger; they do not block you from moving forward.
Structure in progress
Open points remain visible
See reasoning details and all questions
REASONING GRAPH
Current structure
0%
Structural completeness
Detected elements
No sufficiently precise concept has been identified yet. Add the goal, audience or nature of the work.
Useful questions
No additional priority question at this stage.
DETERMINISTIC MEMORY
Waiting
Reasoning snapshot
The ✓ and × controls on concepts let Kerkito remember your corrections locally. This mechanism is deterministic, reversible and trains no AI model.
ANSWER ENGINEERING
Understand Answer Engineering
Answer contract
Kerkito compiles the structural conditions an answer must satisfy without producing the answer for you.
Structure summary
Compiled contract
Check an external answer
Paste an answer produced by a human or external tool. Kerkito checks only structural rules that can be observed locally.
Boundary: structural compliance proves neither factual truth, source authenticity nor scientific validity.
BEFORE THE ANSWER, THE CONTRACT
A prompt describes the request. A contract describes what you will accept as a result
Kerkito can make the expected format, mandatory elements, admissible states, evidence requirements and acceptable unknowns explicit. The contract remains portable to a human, team or external tool.
01
Structure
Objective, context, constraints, assumptions and tests stay separated and traceable.
02
Compile
The structure becomes an answer contract exportable as Markdown or JSON.
03
Check
Kerkito checks what can be observed locally without turning formal compliance into a truth certification.
WHY KERKITO IN 2026
Not an LLM competitor: a different role
ChatGPT, Claude, Gemini, Grok and other models are useful for producing, exploring or rewriting. Kerkito does not try to imitate them: it stabilizes what you want to accomplish, keeps decisions, separates facts from assumptions and lets you resume the same reasoning later.
Generative LLM
Produce text, explore directions, rewrite, summarize or create quickly.
Deterministic Kerkito
Clarify intent, maintain persistent state, apply the same rules, document decisions and keep the journey reversible.
The two approaches can complement each other: Kerkito structures and preserves the framework; you then choose whether an AI, a human team or you executes the work.
Reproducible
The same state and the same rules produce the same structural result.
Traceable
Every inference can be linked to a term, an answer or a rule.
Reversible
You can correct, reject or revisit an interpretation without starting over.
Portable
The structure can then be used with an AI, a human team or simply as a working framework.
UNIVERSAL STRUCTURE
One core for several kinds of work
Kerkito does not try to produce the answer for you. It organizes what must be defined, justified, decided or verified.
Build
Goal, audience, deliverables, constraints, risks, decisions and acceptance criteria.
Research
Research question, hypotheses, method, sources, evidence, counter-evidence and limitations.
Teach
Learning objectives, level, activity, resources, criteria and assessment methods.
Decide
Options, criteria, evidence, risks, uncertainties, reversibility and final rationale.
TRACEABLE BY DESIGN
From intention to evidence
Each element becomes a node linked to its origin. An assumption remains an assumption; a constraint does not silently become a preference; a conclusion can be linked to evidence and limitations.
- 01Intention
- 02Questions
- 03Facts & assumptions
- 04Constraints & evidence
- 05Decision / deliverable
- 06Tests & verification
PERSISTENT LOCAL MEMORY
Memory that stays on your device
Kerkito can retain multiple works, their answers and current state. It can also remember confirmed or rejected interpretations to refine future analyses without server-side learning.
01Multi-work history in the browser
02Lexical corrections learned locally
03Resume, delete and export under your control
Local memory
PRIVACY BY DESIGN
Privacy by design, not privacy by slogan
Entered content is analyzed in the browser. Kerkito retrieves only the public knowledge required by the engine; your text does not need to be transmitted to apply the rules. Work persistence remains an explicit choice.