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Development Roadmap
What the team is working on
Media Reviews by @Konyakoff
●[P0] Basic primitives for trainingHIGH
●GLM 5.3 Flash: vLLM 0.28 image + PoC fix
●First full MNode image for Decode PoC (DeepSeek): testing + coefficients
●Decode PoC: integration support
●First full MNode image for Decode PoC (MiniMax): testing
●Monitoring: public repository
●[P2] Devshard escrow stats collection and off chain stats support
●Bridge: auto-refund does not run when BLS signing expires (EXPIRED)
●Bridge: merge ETH README messageHash quickfix into v0.2.14
●Bridge: add retry cap or monitoring for stale refund cleanup retries
●[P2] Improve onboarding experience
●[P2] MLNode Token-Based Authentication and FQDN Support
●[P2] Finalizing the WebSocket (merge with `call_Back`, new vLLM will require python side implementation)
●[P2] Security MerkleTree Proofs; Merge participant validation till block0; Need to add signature check at recording
●[P1] Clean up the state
●Large per-host catch-up diff backlog can cause 413 on host transport
●413 on large chat payload due to gateway/host request size mismatch
●Ledger wallet integration
●Gateway host-health deadlock: mass quarantine → all hosts stuck as no-winner/suspicious
●Reproducible sampling for inference validation
●Gateway in-flight long chat during validator halt: client success vs request outcome failed
●Inference validation optimization
●Inference invalidation by pseudo random sub-group of participant (to decrease amount of `MsgValidation`)
●The variable `DAPI_API__POC_CALLBACK_URL` is causing a lot of issues. It might be simpler in the future to use `gRPC` and handle callbacks within the same connection instead.
●Optimize mlnode: reduce mlnode image size, refactor api service (proxy part for the start)
●Research: Ephemeral port exhaustion
○devshard: host bridge drops escrow refusal_timeout/execution_timeout, so host and gateway can bind different SessionConfig
○[BUG] Public routers hang/timeout on prompts ≥ ~7.5K tokens (prefill); 502 `all_providers_failed`; DeepSeek missing from /v1/models
○x/bls hooks are never installed: InvokeSetBlsHooks asks depinject for a pointer the module never provides
○x/inference: a non-ACTIVE participant's earned WorkCoins are cleared at settlement with no claim record and no governance transfer
○Extend e2e for HA devshard config with multiple routers and multiple versiond
○x/inference: CollateralParams.DowntimeMissedPercentageThreshold is governance-settable but read by nothing, and SlashForDowntime's comment describes a check it does not perform
○x/inference: GetAllModelCapacities keys the epoch-group map with a block height, so the query always returns empty
○Incomplete HTTP 200 streams are cached and replayed as successful responses
○devshard: bridge.ClassifyQueryError has no production callers, so transient chain-query failures return 500 instead of the intended retryable 503
○`devshard` bind the gateway stream to `MsgFinishInference` with a second hash
○Proxy rate limiting: no exemption path for trusted high-volume clients, and the tuning variables are not passed through in compose
○chain-halt: ValidatorByConsAddr propagates ErrNoValidatorFound, so the evidence/slashing BeginBlock nil-guards never run
○Gateway allowlist request: Axis Ordo
○[Bug] OpenAI API compatibility: DeepSeek reasoning output concatenated into content & invalid reasoning_effort validation
○chain-halt: `markValidatorForDeletion` jailed branch races CometBFT validator-update lag → slashing fails with ErrNoValidatorFound
○[P0] Make handling of warm keys deterministic (implementation)
○chore(deps): rebase forked cosmos-sdk onto v0.53.8 (base is v0.53.3, ~5 patch releases behind)
○Height-sync: one roundtrip per host, not per slot
○Bridge: Stale epoch keys can authorize withdrawals up to 365 epochs after rotation
○Proposal: Repair loop for `escrow_state_root_diverged`
○Personal / Solo-use Inference Gateway — Allowlist Request
○Gateway allowlist request: Fusion AI Gateway — production wholesale broker (DeepSeek Flash / MiniMax / Kimi)
○OpenBroker strips provider prompt-cache metadata (prompt_tokens_details is always null)
○Gateway allowlist request: niro
○Gateway allowlist request - Bagtyyar Kovusov
○Build and attest release binaries in CI instead of uploading them manually
○Verification note: timeout/retry terminalization depends on protocol-time, not wall-clock time
○Gateway timeout can orphan client correlation from completed request accounting
○Devshard: timeout-vote threshold unreachable under skewed slot distribution — stranded nonce cannot be resolved (liveness)
○Hardening: network-duty fee-bypass admits zero-fee txs from non-participants (no signer authorization at the ante layer)
○[BUG] Unauthenticated mlnode /train/start accepts a raw dict, letting a remote attacker control training and inject arbitrary process environment variables on GPU workers
○[BUG] devshard executor can validate its own challenged result, letting a fraudulent executor push a bad settlement and steal escrowed funds
○Better devshardd inference handling
○Bug: GET /api/v1/epochs/{N}/participants returns 500 for past epochs (CreatedAtBlockHeight=0)
○[BUG] POST /v1/participants returns unclear error for malformed JSON
○[BUG] api-test does not apply portable BLST flags on Apple Silicon
○Bug Report: api container sends abci_query with height: 0 despite being synced
○Model lineup improvement: add an accessible GLM-5.2 candidate and reconsider MiniMax-M2.7 as default
○Dynamic pricing: price pinned at min by integer truncation; capacity proxy miscalibrated per model
○Gateway allowlist request: Ancapex
○Request to be added as a Gonka broker (devshard escrow creator allowlist)
○[P1] Int overflow
○Gateway allowlist request: Knyazev AI high-throughput agent infrastructure
○Operator name: Khidi — OpenAI-compatible API reseller service
○Security Audit: Systematic review across inference chain, bridge, subnet, and API layers
○Gateway allowlist request
○Question about project background: Mikhail Chudinov and Natalia
○Node Registration Does Not Update After Migration (API stuck using old on-chain config)
○PoC-decode proposal
○[BUG] A short, specific, searchable title.
○`devshards`: Research aggregated BLS signatures
○`devshards`: Implement aggregated BLS signatures
○State sync snapshots corrupted - all snapshots fail on last 2 chunks (826-827/827)
○VLM inference and validation in Gonka
○[zpoken] Define and validate scalable off-chain PoC communication beyond Merkle-based commits
○Alphabetical Bias in PoC Slot Allocation
○Inference Slot Hogging
○Intersection between update of `epoch_length` params and PoC procedure can lead to consensus failure
○gRPC always falls back to RPC
•[P0] Off-chain / devshard implementation trackHIGH
•[P0] Training on GonkaHIGH
•Slow nodes investigationHIGH
•Investigate missed inference on some nodes (root causes + mitigation)HIGH
•Continuous PoC design + implementationHIGH
•Harden ECIES primitive: restore curve validation and reject short ciphertexts
•TEE Implementation
•Re-validate VLM inference and validation results from #1026
•Enable simulation and fuzz testing for inference-chain
•Independent review of PoC-decode results
•BUG-1: Preserved node disabling
•Validators are marked for removal but haven't removed
Completed
- —fix(gateway): log and report catch-up failures by host address instead of slot indexSep 13
- —feat(sim): Cosmos SDK simulation + first-wave + V2 PoC chain (Phase 1+2+3 of #982)Sep 13
- —x/inference: asymmetric debit in refundInvalidatedInference — design clarificationSep 13
- —x/inference: revalidation vote fails when voter absent from epoch x/groupSep 13
- —Stuck VOTING inferences orphan client escrow when x/group proposals miss quorumSep 13
- —fix(inference): skip revalidation votes when voter is not an epoch-group memberSep 13
- —fix(inference): refund client escrow for VOTING inferences on timeout (quorum miss)Sep 13
- —feat(wasm): expose epoch, reward, and vesting queries to contractsSep 12
- —Gateway v4Sep 11
- —fix(mlnode): stop creating appuser in the entrypointsSep 11
- —Processes: upgrade flow formalizationSep 11
- —0.2.15 versions path fixSep 10
- —fix(mlnode): accept DAPI's JSON POSTs sent without Content-TypeSep 10
- —feat(mlnode): GLM-5.3-Flash on the vLLM 0.28 residualSep 10
- —fix(mlnode): drop the stock ubuntu user on 24.04 bases so entrypoint.sh can create appuserSep 10
- —perf(devshard): gzip the inference answer and accept a gzipped requestSep 10
- —fix(mlnodeclient): report MLnode HTTP failures instead of silently succeedingSep 10
- —docs: align contributing with bounty program and HackerOneSep 9
- —docs: document v5 HA host installation and upgradeSep 9
- —feat(inference): move approved devshard versions out of paramsSep 9
Updated 48 min ago · Source: GitHub