Customer & field copilots
Keep estimates, decisions, and customer context close without dragging every old conversation into every prompt.
Privacy-first memory for AI agents
Memory that knows
what to keep.
Echo Veil is a living memory layer for AI systems—designed to keep active context sharp, let stale knowledge rest, preserve contradictions, and make uncertainty impossible to hide.
Open sourceCommercial use freeFail-closed production mode
ActiveMemory Vineintent nearby
RestingTwilightready to return
TensionTwo truthsboth preserved
Current intentSeed
Crystalthe north star
Crystalthe north star
LIVE SIGNAL
INTENT PROXIMITY✦ORGANIC DECAY✦CONFLICT PRESERVATION✦CONFIDENCE GATING✦ENCRYPTED RETRIEVAL✦INTENT PROXIMITY✦ORGANIC DECAY✦
01 / THE SYSTEMA memory garden,
A memory garden,
not a memory dump.
Most agent memory gets bigger forever. Echo Veil uses current intent to decide what stays active, what rests, and what moves into durable retrieval—without erasing the history of how knowledge changed.
LEVEL 1Active WorkspaceFast · Focused · RAM
Memory Vines orbit current intent. Low-proximity context moves into Twilight instead of cluttering every turn.
LEVEL 2Metadata IndexSearchable · Sparse · Durable
Compact vector metadata and lifecycle clues make cold memories findable without loading the whole archive.
LEVEL 3Latent ArchiveCold · Historical · Recoverable
Evicted context becomes recoverable history. Fossilized Echoes preserve contradiction instead of rewriting the past.
✦Cryptographic ShieldDevelopment → AES-GCM → Local CKKS → Attested enclave
02 / USE CASESBuilt for agents
Built for agents
with a long story.
If your AI needs continuity across days, projects, customers, or investigations—but cannot afford infinite context—Echo Veil gives it a disciplined way to remember.
Long-running research
Preserve competing hypotheses, surface contradictions, and let useful context rest until the inquiry returns.
Regulated workflows
Add explicit confidence gates, encrypted vector paths, and a fail-closed production boundary around sensitive retrieval.
Personal knowledge agents
Build continuity that follows current intent instead of turning a lifetime of notes into permanent prompt baggage.
Multi-agent operations
Give specialist agents a shared memory policy while the host application keeps authorization and payload ownership.
Case & project memory
Carry forward the decisions that matter, checkpoint active work, and archive context with its lifecycle metadata intact.
03 / WHY ECHO VEILSmaller context.
Smaller context.
Stronger continuity.
Add Echo Veil when a vector database alone is not enough. It adds policy, metabolism, confidence, and privacy around retrieval—while leaving your models and payload store in your control.
L1active focus
Less context drag
Intent proximity and decay keep the active workspace focused, reducing the temptation to send an ever-growing transcript to the model.
3memory tiers
Better memory hygiene
Twilight, reinforcement, locks, and resurrection give memory an understandable lifecycle instead of a binary keep-or-delete switch.
5confidence bands
Honest uncertainty
Confidence bands make weak reconstruction visible. Inferential answers require consent; data obscurity stops generation.
4security modes
A real privacy boundary
Use plaintext locally, AES-GCM in staging, local CKKS, or an attested enclave path—with capabilities reported instead of implied.
The policy layer between
your agent and its memory.
Echo Veil does not replace your model, embedding provider, or authorized content store. It coordinates what memory is active, what is retrievable, and when confidence is too low to generate.
01
Your productUI, API, agent
02
Agent runtimeTools + model
03
Echo VeilMemory policy layer
ADD HERE04
Your data planeEmbeddings + payloads
INPUTStable intent embeddings
Your host chooses and versions the embedding model.
OUTPUTVine IDs + confidence
Your host authorizes and loads the matching payload.
BOUNDARYFail-closed production
Production requires the configured attested enclave shield.
05 / PRIVACY BY MODEStart simple.
Start simple.
Harden without pretending.
Every environment says exactly what it can protect. Echo Veil refuses production startup when CKKS, verified hardware isolation, fresh attestation, or the proof gate is missing.
Capability reportReplay defenseBounded inputsEncrypted vectors
01DevelopmentPlaintext, local testing
02StagingAES-GCM protected storage
03Local privateNative OpenFHE CKKS
04ProductionAttested enclave + ZKP gate
Give your agent
a wiser memory.
Open source under MIT. Free for personal and commercial use.