Dispatches
Solutions · Engineering Platform

Ship features and infrastructure with agents that write, review, and merge

Platform teams get a governed runtime where agents build applications, run workflows, and maintain infrastructure—while engineers review and own the code.

About 3,000 merged PRs a month. About eight engineers. A PR in staging every four minutes.

athena-intelligence/athenaPull requests · 20,000+ merged · about 3,000 per month—feat: add SSO groups—fix: conflict resolution—docs: update SDK · agent—test: staging smokeCOMPARECI: passedAthenareviewed byYouPromoteYoumerged 4 min agoAthenaComputer: FastAPI app running · staging every 4 minutes
Fig. 01Agent-authored PRs with CI badges and human review; a PR in staging every four minutes
  • Athena's Python library for PowerPoint
  • athena-openpyxl
  • athena-python-docx
  • React SDK
  • Public API with budgets
  • Micro-VM sandboxes
  • Deploy from Git
  • Export to your GitHub
The challenge

Platform teams wait quarters to ship

The platform team knows what to build. Procurement takes a quarter. Security review takes another. The environment takes a ticket. By the time the sandbox exists, the model that justified it is two generations old.

Meanwhile every business unit is quietly building its own thing on whatever it could expense.

Give builders a governed place to ship. Then get out of the way.

Two quartersSame weekProcureSecurity reviewProvision environmentBuildModel two generationsPlatform team waitsBoot from EnvironmentPreview appPromote, SSO enabledGoverned place to ship
Fig. 02From two-quarter procurement and provisioning to same-week deployment from Environment templates
How it works

Build, promote, deploy, and own the code

  1. Build on a Computer. Boot from an Environment template with prewarmed sandboxes. Files, code, a database, a browser, a web server. Agents do most of the typing; you review the diff.

  2. Promote to an Application. Immutable versions, staging URL, promote and roll back, custom domain, SSO-group access. Inside, the agent runs as each signed-in user.

  3. Deploy from Git. Package agents, workflows, and applications; redeploy across workspaces from a repository. No click-ops.

  4. Own it. Export the repo to your own GitHub at any time. Your builders, your code, our runtime.

01EnvironmenttemplatePrewarmed sandboxes,files, code, database02Computer assetAgents write, humansreview the diffa person approves03ApplicationImmutable versions,staging04Deploy from GitPackage agents,workflowsYour builders, your code, our runtime; own the repo
Fig. 03Build on a Computer, promote to an Application, deploy from Git, and export to your own GitHub
Example workflow

Example workflow: Agent writes, reviews, and merges feature

SURFACES INWHAT COMES INTHE PLATFORMWHAT GOES OUTDELIVERED BACKWebMobile · voiceText (SMS)EmailChromeOffice add-inMeeting botMeetingsWordPowerPointSheetsFiles · PDFsDataAgentsWorkflows (AOPs)LibrarySessionsSpacesStudiosMeetingsLakehouseSemantic modelsDatabaseDashboardsWordPowerPointSheetsDashboardsData · APIsWebMobile · voiceText (SMS)EmailChromeOffice add-inMeeting botSlack · Teams1Apps2Slack · Teams3Apps · portals41 INEngineer asks: Add SSOgroup filtering to theapplication access control2 BUILDAgent boots from Environmenttemplate, plans feature,writes code with budgetedcoding sub-agents, opens PRwith CI badge3 REVIEWHuman reviews diff athandoff point, approvesmerge; agent resolvesconflicts and merges4 OUTPR merged to staging everyfour minutes; promote toApplication with SSO-groupaccess enabled
Fig. 04The route on the system map: Slack · Teams → Apps → Apps · portals. Connectors: GitHub · Computer asset · CI pipeline · Staging environment
Use cases

How engineering teams use Athena

Agents write, review, and merge.

Task intake, environment, plan, code, PR, CI, merge—with budgeted agents and human review at the handoff point you choose. About 3,000 merged PRs a month from about eight engineers.

athena-intelligence/athenaAbout 3,000 merged PRs per month · about eight engineers—feat: SSO groups—fix: resolve merge—docs: SDK update · agent—test: staging · agentCOMPARECI: passedAthenareviewed byYoutask intakeAthenabudgeted codingAthenaTask intake, environment, plan, code, PR, CI, merge with human handoff
Fig. 05About 3,000 agent-authored and merged PRs a month from about eight engineers

Retrospectives at scale.

An agent read every PR from three months and proposed speed and security improvements. All implemented, tested, and pruned within days. Then: "find every place we have the same pattern and fix those too."

Retrospective: three months of PRsTrigger · Agent read every PR and proposed speedImplement caching layer for API callsAdd input validation to webhooksRefactor auth middlewareOptimize database queriesAdd rate limitingUpdate dependency versions14 proposals: 11 merged, 3revertedAll implemented, tested
Fig. 06Agent retrospective of three months of PRs: 14 proposals, 11 merged, 3 reverted, patterns applied across codebase

Self-healing infrastructure inside the customer's cluster.

Kubernetes monitoring and remediation with a PR at the end. Right-sizing took one service from 46 GB to 3 to 5 GB. Just-in-time, double-logged access replaced standing credentials.

Kubernetes remediation logMonitoring detected pod restart loop in servicepayment-processorRight-sizing analysis: memory usage 46 GB allocated,3 to 5 GB actualUpdated resource limits and requests in deploymentmanifestReplaced standing credentials with just-in-time,double-logged accessCreated PR: Right-size payment-processor and improveaccess controlAccess request card generated for temporarycredential issuanceKubernetes clusterinside customer VPCPR mergedremediation completeSelf-healing infrastructure
Fig. 07Kubernetes monitoring and remediation ending in a PR; right-sizing from 46 GB to 3 to 5 GB, just-in-time access

Standardized use-case packages across offices.

Agents, workflows, and applications packaged and redeployed from Git across workspaces. Built for a global professional services firm's audit rollout.

package audit-sampling v3→ deploy from GitWorkspace: Americas Auditdeployed · 8 sWorkspace: EMEA Auditdeployed · 7 sWorkspace: APAC Auditdeployed · 9 sWorkspace: Auditdeployed · 8 sWorkspace: Regional Auditdeployed · 8 s×55 workspaces ·audit-sampling v3· 40 s
Fig. 08One Git package—agents, workflows, and applications—redeployed to five office workspaces in 40 seconds

SDKs that are drop-in.

from pptx import Presentation, from openpyxl import Workbook, from docx import Document. Same API; every mutation flushes to a live Studio with attribution. A React SDK embeds Athena in your product. A public API runs a workflow with a hard budget from one POST.

Standard librariesSame import, livefrom pptx importfrom openpyxl importfrom docx importLocal files, no live previewLive StudioReact SDK embeds AthenaPOST with hard budgetEvery mutation flushes to preview
Fig. 09Drop-in SDK replaces standard Office libraries; every mutation flushes to a live attributed Studio

Testing as a real customer.

After an agent generated a connector, five browser sessions spun up with credentials to create a real account and test as a customer would.

Agent generated connector→ test as customerBrowser session 1 · credentialsaccount createdBrowser session 2 · credentialsaccount createdBrowser session 3 · credentialsaccount createdBrowser session 4 · credentialsaccount createdBrowser session 5 · credentialsaccount created×55 real accountscreated as acustomer would
Fig. 10After generating a connector, five browser sessions spin up with credentials to test as real customers

Open source, credited.

Collaboration is built on Yjs. Agents file upstream issues for what they wish the library had; partner companies' agents implement them. We say who we build on.

SESSIONFiled upstream issue: Yjs shouldsupport nested undo boundaries formulti-agent collaboration.Partner company agent implementedit—merged this morning.Yjs upstream issueopened by Athena agentPR mergedpartner company agentCollaboration built on Yjs
Fig. 11Athena agents file issues for what they wish Yjs had; partner companies' agents implement them, all credited
What customers say
“I send that to the programmer and he said, alright. I read your file. I copied the section of the code because he has the right interface, and it works. Wow. Just like magic.”
Manufacturing analyst · A global manufacturer
“There's one thing that this platform did, which I've never seen any other platform do... it always keeps my continuity as I'm moving around... it automatically knows where all my documents are, knows where everything is, and knows where I was.”
R&D lead · A global manufacturer
“The developer platform that Athena comes up with [...] basically unlocks the next level engineering productivity.”
VP-level AI leader · A Fortune 500 retailer
“We were able to replicate that in, like, five minutes, I think, which is pretty telling.”
R&D team · A global manufacturer
“Probably nothing beats Athena in terms of its quality of output. Or thoroughness.”
R&D lead · A global manufacturer
“It's good to understand the capability of the platform. That how far, and how quickly you guys can get these things going [...] that has been impressive overall.”
VP-level AI leader · A Fortune 500 retailer
“Lets us get a lot more out of our data than [...] We can sit on top of all of the data in [our data warehouse] as opposed to just, like, our little ingested, you know, three gigabytes semantic models. I think we have a lot of power here.”
Analytics lead · A Fortune 500 retailer
“Use the Athena platform probably closer to the concept and how it was designed, like, with the spaces architecture where you've got a set of primitives and capabilities, and you bring together the right set of capabilities to solve a task.”
Audit lead · A global professional services firm
“Digital worker, it gets spun up, it gets given access to the toolkits that it needs. It gets given access to the data that it needs. Just exists for the period it needs to exist to perform the task. And then it gets torn back down again afterwards.”
Audit lead · A global professional services firm
“I like that direction, that concept of the agent is the agent. It becomes an entity in its own right with its own ownership and its own missioning, and you get rid of the gray area and the blurry lines.”
Audit lead · A global professional services firm

Verbatim from customer calls. Customers anonymized.

Platform

Engineering & Platform on one platform

Agents for the ad hoc: "why is this pod restarting." Workflows (Agent Operating Procedures) for the recurring: nightly smoke tests, dependency updates, access reviews. Applications for the many: the internal tools you would have built in a sprint, shipped in an afternoon.

Governance

Isolation, attribution, budgets, and deployment options

  • Micro-VM isolation, snapshots per message, computer mode for who may use terminals.

  • Every SDK and API action attributed to the key's owner; reversible.

  • Run budgets enforced at the runtime; fail-closed ledger.

  • Deploy in your cloud (AWS, GCP, Azure), on-prem, air-gapped, or GovCloud via Palladium.

What to plan for

The SDK is still expanding. Expect to file feature requests; we read them and often ship fixes the same day.

FAQ

What can AI agents do for engineering?

Write, review, and merge code, investigate incidents, maintain infrastructure, and keep documentation current.

Do engineers stay in control?

Yes. You decide which steps need a person, and every run is logged and attributable.

Can agents touch production?

Only through approved, time-bounded access that is logged.

Where should we start?

With a backlog of maintenance work the team keeps deferring.

One platform underneath

AGS · Athena Governance System

Records every change by a person or an agent, rolls back one contributor's edits without losing anyone else's, and keeps the model, instructions, and sources behind each agent action.

Palladium · deployment

How the platform is deployed: Athena's managed cloud, your cloud on AWS, GCP, or Azure, on-prem, air-gapped, or GovCloud. Same platform in every option.

How it fits together

Build, Work, and Data on top; 150+ connectors and every surface in and out; one map of the whole platform.

Related

Related products and stories

Change one import. Ship one internal tool this week.