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Infrastructure for evolving memory.

PRMR Memory Core plugs into your system and helps it remember what matters as it grows, changes, and learns.

A controlled-alpha API layer for AI products, agents, tools, games, workflows, and platforms that need memory, context, and state to survive over time.

Storage remembers data. Retrieval finds data. PRMR preserves continuity.

Current evidence combines internal/local tests and controlled hosted API smoke. External validation and production hardening are separate future milestones.

Why Infrastructure Matters

Infrastructure prints leverage.

Companies pay for APIs because they expect a return: faster development, lower cost, better products, stronger retention, and less time rebuilding the same layer from scratch.

PRMR Memory Core is being built as that kind of layer for memory and continuity.

Instead of every team building their own memory system, PRMR gives them a plug-in infrastructure layer that helps their product remember what matters as it evolves.

Layer Underneath

They build the app.

PRMR preserves the continuity underneath.

Infrastructure prints leverage. PRMR gives systems memory that compounds.

You build the product. PRMR preserves the continuity underneath.

Modern AI and company systems store information, but they often fail to preserve continuity.

AI apps, SaaS tools, support systems, banks, research tools, education platforms, and companies can store huge amounts of information: logs, tickets, documents, chat history, vectors, summaries, case notes, transactions, and user events.

Storage alone does not tell a system what changed, what still matters, or what should be reviewed before the next action. That is the continuity gap PRMR Memory Core is built for.

Developers and companies can use PRMR beside their existing database, model, workflow, game, agent, or support system. It helps both AI and non-AI systems preserve useful state across time without pretending raw storage, retrieval, or summaries are enough on their own.

what changed

what stayed true

what became stale

what evidence matters

what should happen next

what should stay private

what needs human review

memory bloat

stale context

repeated raw history dumps

weak reasoning

poor handovers

repeated mistakes

noisy decisions

potential human harm

PRMR preserves the shape of change.

PRMR Memory Core is plug-in continuity infrastructure. Companies connect PRMR to their AI system or workflow using an API key, client ID, vault, and namespace.

They send messy event histories into PRMR. PRMR converts those histories into smaller continuity packets that preserve current state, what changed, what still matters, active signals, stale signals, what needs review, what should be remembered safely, what should not be blindly repeated, evidence, reconstruction state, public-safe explanation, least-harm action boundary, public/private reports.

PRMR gives AI systems a continuity layer outside the model. The current shell shows this backbone locally with synthetic/demo data only.

01

Raw events

Chats, logs, tickets, case histories, research notes, agent actions, support interactions, risk timelines, and canon changes enter as scoped events.

02

PRMR continuity packet

The useful shape of change is compressed under the correct client, vault, and namespace.

03

Reconstructed state

Current state is rebuilt without replaying every old event into the next system.

04

Explanation / report

Public-safe explanations and report previews can be produced without restricted diagnostics.

05

Dashboard visibility

Clients can see keys, vaults, namespaces, usage, blocked requests, reports, and memory health.

06

Review boundary

Next steps stay proportionate and review-oriented, not final automated decisions.

Add continuity to your system through a focused API layer.

PRMR Memory Core does not replace your database, vector store, or AI model. It sits beside them as a continuity infrastructure layer, helping systems preserve what changed, what matters now, what became stale, and what should be reviewed next.

Applications send events into PRMR through scoped credentials. PRMR turns those events into continuity packets, reconstructable state, public-safe explanations, least-harm action boundaries, usage logs, and report outputs.

Controlled alpha access is limited because the protected core, keys, vaults, namespaces, reports, and dashboard state need manual review before any external tester receives scoped access. The protected core remains private while public pages show only safe product proof and boundaries.

01

Create client

A company or local alpha evaluator gets a scoped synthetic client record.

client_id
02

Issue API key

Operator-approved keys authenticate requests; browsers never receive raw key material.

api_key
03

Create vault and namespace

Projects, users, teams, or workflows stay separated by scope.

vault_id / namespace
04

Send events

Your app sends chats, logs, decisions, tickets, notes, agent actions, or approved timelines to PRMR.

/v1/events/ingest
05

Generate continuity packet

PRMR compresses what changed into scoped continuity state.

/v1/continuity/packet
06

Retrieve reconstructed state

Your system asks what matters now without replaying every raw event.

/v1/memory/reconstruct
07

View usage and reports

Clients can review usage, blocked requests, report previews, and memory health in the local MVP dashboard.

/dashboard

Replay synthetic scenarios through the continuity flow.

The V0.53.1 replay pack shows AI agent memory continuity, customer support/user-history continuity, and fraud/risk continuity sandbox scenarios moving through the same controlled-alpha flow.

The point is practical: messy histories become smaller continuity packets that a system can retrieve as cleaner context before the next action.

Synthetic data only. Local controlled-alpha demo only.

Open Demo Page

AI agent memory continuity

Synthetic agent context showing a remembered project preference across turns.

Customer support/user-history continuity

Synthetic support history showing a repeated issue without exposing restricted traces.

Fraud/risk continuity sandbox

Synthetic risk-review continuity without accusation language or final decisions.

01Raw events
02PRMR continuity packet
03Reconstructed state
04Explanation/report
05Dashboard visibility
06wrong-key/cross-client denial

Internal evidence, clearly labelled.

Current evidence combines internal/local tests and controlled hosted API smoke. External validation and production hardening are separate future milestones.

The visible evidence surface now groups benchmark categories into expandable rows. Version details are available on reveal so the homepage does not become a long version list.

01Reconstruction testsReveal

V0.36 Trust Suite - PASS

V0.37 Realistic Memory Benchmark - PASS

V0.50 Whole Core Truth Gauntlet - PASS

Internal checks exercise whether PRMR can reconstruct useful current state from stored continuity evidence.

Internal/local reconstruction evidence only. Not real-world validation.

02Compression / token-cost testsReveal

V0.41 Token Tax / Cost War - PASS

V0.41.2 Hard Token Tax / Cost War - PASS

V0.41.3 Hard Token Tax Integrity Audit - PASS

Internal checks compare continuity compression and token/cost behavior against heavier replay-style baselines.

Internal/local evidence only. Not external certification.

03Baseline comparisonsReveal

V0.38.1 Baseline War Anti-Leak - PASS

V0.38.2 Baseline War Integrity Audit - PASS

V0.46 Fraud Baseline War - PASS

Internal comparisons test PRMR against baseline approaches and guard against anti-leak or easy-row shortcuts.

Internal/local evidence only. Not external certification.

04Messy memory trialsReveal

V0.37 Realistic Memory Benchmark - PASS

V0.39 Adversarial Memory Trial - PASS

V0.39.1 Adversarial Integrity + Fairness Audit - PASS

Internal trials use noisy or adversarial memory situations where raw storage alone can become misleading.

Internal/local evidence only. Not external certification.

05Security / client isolation checksReveal

V0.36.3 Security + Client Isolation - PASS

V0.43 Security Killbox - PASS

V0.52.2 Alpha API Sandbox Integrity - PASS

Internal checks show that local sandbox keys, vaults, ownership, and public/private report boundaries are enforced in controlled tests.

Internal/local evidence only. Not external security certification.

06API sandbox checksReveal

V0.52.0 Alpha API Contract - PASS

V0.52.1 Alpha API Sandbox - PASS

V0.52.2 Alpha API Sandbox Integrity - PASS

Internal checks cover the controlled-alpha API contract shape, local sandbox behavior, key rotation, revocation, ownership, and usage boundaries.

Local sandbox evidence only. Not a hosted API.

07Fraud/risk continuity simulationsReveal

V0.45 Fraud Continuity Simulator - PASS

V0.46 Fraud Baseline War - PASS

V0.49 Fraud Track Master Gauntlet - PASS

Internal synthetic fraud/risk simulations test continuity reasoning as one proof domain, without final accusations or punitive decisions.

Synthetic/local evidence only. Not bank approval or real-world fraud validation.

08Explainability checksReveal

V0.47 Fraud Explainability Report - PASS

V0.47.1 Explainability Integrity Audit - PASS

V0.47.2 Explainability Report Leak Scan - PASS

Internal checks test whether explanations stay consistent with continuity evidence and avoid leaking restricted details.

Internal/local evidence only. Not external certification.

09Human-harm reduction checksReveal

V0.48 Human Harm Reduction Test - PASS

V0.48.1 Human Harm Integrity Audit - PASS

V0.48.2 Human Harm Report Leak Scan - PASS

Internal checks test review-oriented action boundaries and safer language around sensitive outcomes.

Internal/local evidence only. Not external certification.

10Public/private report hygieneReveal

V0.50 Whole Core Truth Gauntlet - PASS

V0.52.2 Sandbox Integrity Audit - PASS

V0.54.8 Kimi Section Fidelity - PASS

Internal checks scan public outputs for restricted terms, private trace leakage, and claim-safety issues.

Internal/local evidence only. Not external certification.

11Whole-core truth gauntletReveal

V0.50 Whole Core Truth Gauntlet - PASS

The repo-level internal truth gauntlet reruns discovered run/audit scripts and checks for stale reports, fake passes, private-term leaks, and obvious forced-pass patterns.

Internal repo truth lock only. Not production certification.

12Demo replay evidenceReveal

V0.53 Local Live Demo Harness - PASS

V0.53.1 Demo Replay Pack - PASS

Local synthetic demos show the controlled-alpha flow for agent memory, support history, and fraud/risk continuity examples.

Local demo evidence only. Synthetic/demo data only.

Storage remembers data. PRMR remembers change.

Continuity packets preserve change without replaying every raw event.

Traditional systems can keep records while losing transformation. PRMR keeps a smaller, safer continuity layer: current state, active signals, stale signals, review boundaries, and public-safe explanation surfaces.

Continuity where context decays.

AI assistant and agent memory

Preserve cross-session state so agents can continue from cleaner continuity context instead of raw history dumps.

AI systems2026

Customer support handovers

Carry active follow-up state, prior user updates, and stale notes across teams.

Support ops2026

SaaS user-history continuity

Separate users, projects, and client scopes through vaults and namespaces.

Product ops2026

Education learner history

Track what changed in learner progress without stuffing every old interaction into the next prompt.

EdTech2026

Legal and research case continuity

Preserve case state, evidence boundaries, decisions, and notes that need review.

Research ops2026

Fraud and risk timelines

Review synthetic risk timelines through continuity language without certain-guilt claims.

Risk ops2026

Game studio lore and canon

Remember worldbuilding changes, canon updates, and stale plot assumptions across long projects.

Creative ops2026

Enterprise decision logs

Give teams compact continuity packets for project management, robotics, operations, and decision handoffs.

Company ops2026

Request controlled alpha access.

Controlled alpha requests are reviewed manually. Approved evaluators can discuss a demo, request scoped sandbox access, or explore a paid pilot path without receiving automatic credentials.

Free discovery / trial review first. Controlled Alpha API Pilot from £250.

Current evidence combines internal/local tests and controlled hosted API smoke. External validation and production hardening are separate future milestones.

Use synthetic, anonymised, or explicitly approved non-sensitive data only. Controlled alpha commercial pathway only. This is not self-serve production API access, full billing automation, compliance approval, legal approval, bank approval, external security certification, or real-world validation.

Public homepage placeholder only. No automatic API keys, checkout, billing automation, or unreviewed live access.