Synth AI
WorkshopCookbooksBlogDocsStackStackSign in
WorkshopCookbooksBlogDocsStackStackSign in
Changelog

Managed Research weekly: Tag beta, Factory proof, GameBench pilot

A scoped Managed Research launch update covering Synth Tag beta, Research Factory proof-tier work, SMR reliability evidence, and GameBench pilot runs.

Friday, June 26, 20261 min read
managed-researchsynth-tagresearch-factorygamebench
Archive
This is historical material. Use the current Managed Research, Research Factory, and GEPA/GELO pages for product decisions.

TL;DR

  • SMR platform - reliability-focused launch path for terminal run receipts and artifact links.
  • Synth Tag beta - delegate one bounded task, steer the same active run, and retrieve the SMR receipt via SDK/MCP.
  • Research Factory - proof-tier Factory control plane for multi-run efforts; not the full always-on programme UI.
  • GameBench pilot - a five-lane local smoke snapshot is in the launch blog; the 10-lane Grok Build table lands after terminal summaries complete.

Synth Tag Beta

Install:

bash
pip install "synth-ai[research]==0.12.0"

SDK flow:

python
from synth_ai import SynthClient
 
client = SynthClient()
session = client.research.tag.create_session(
    "Investigate a failing benchmark lane and summarize the smallest fix.",
    definition_of_done="Return a root-cause note with evidence and next action.",
)
receipt = client.research.tag.get_session(session.session_id).receipt

Beta scope: SDK and MCP only. Not Slack, bundles, memory, routines, or Factory auto-link.

Research Factory

Factory is the proof-tier path for durable programmes. The current public proof is an Open Research run with receipt and artifact bundle:

The Factory proof run was retired with the Open Research product.

GameBench Pilot

Current local smoke snapshot:

LaneStateScoreNote
tictactoe DEO 1-candfailedn/alaunch preflight blocked
sokoban DEO 1-candfailedn/arun-state handoff missing
crafter DEO 1-candstalen/acontrol-plane snapshot missing after start
frogs DEO 1-candpassed1.00five work products, two candidates
rogue DEO 1-candstalen/aworker stopped progressing

The launch run uses Grok Build for orchestrator, worker, and reviewer roles across 10 lanes:

ProofValue
Config commitsynth-dev 18afbf5
Run configconfig/smr_eval/launch_gamebench_grok_build_10deo_20260626.toml
Terminal summariesPending for 10-lane Grok Build run
Result tableLaunch blog

These runs are launch evidence, not benchmark certification.

Learn More

  • Launch blog
  • Synth Tag v1
  • GameBench docs
  • Managed Research docs
←Back to Changelog

Ready to try Synth?

Get started with serverless RL training and prompt optimization.

Get StartedSchedule Demo
On this page
  • TL;DR
  • Synth Tag Beta
  • Research Factory
  • GameBench Pilot
  • Learn More
© 2026 SynthWorkshopReleasesCookbooksChangelogOpen sourceDocsBook a Demo