Square

SDK Stability, Autorelease Readiness, Ruby v2 Generator
58 work units 29 end-user bugs resolved 53 PRs to Square repos 6 SDKs (Node, Ruby, Python, .NET, PHP, Java)
Autorelease readiness achieved · Ruby v2 generator shipped · Python SDK memory halved
Getting started — SDK onboarding & first fixes
June – July 2025
Auto-pagination cursor fix

Improved pagination logic in C# and TypeScript generators to halt on empty string cursors, not just null. Surfaced by Square's C# SDK usage. (fern#7721)

Java Maven badge fix

Fixed silently omitted Maven badges in generated Java READMEs — affected Square's Java SDK. (fern#7940, fern-platform#3114, FER-5374)

Ruby v2 generator & bug volume ramp
August – October 2025
Ruby v2 generator — rebuilding from the ground up

Square was deeply frustrated with their Ruby SDK. I became a primary contributor to the v2 generator with 30+ PRs — building environment file, root client, union types, module file, wrapped request endpoints, plus syntax bug fixes. Key PRs: fern#8695, fern#8701, fern#8732, fern#8821, and 8+ more.

Python SDK memory optimization

Investigated and resolved large memory consumption increase in the Python SDK (FER-6117). Profiled and halved the footprint.

28 Linear issues in Sep – Oct

Heaviest Linear volume of any account. Triaged initial GitHub issue backlog (FER-6144), stood up alpha SDK publishing (FER-6274), investigated TypeScript memory issues (FER-6275). Fixed Ruby symbol query params (fern#9359), object_id redefinition warnings, JSON errors on connection failures. Fixed PHP booleans (fern#9547), Java CatalogItemVariations type (FER-6122), Python model_dump() underscores (FER-6424). Fixed C# AdditionalProperties (FER-6126), Java 8 incompatibility (FER-6123), TypeScript serialization delays (FER-7131), PHP versions not reaching Packagist (FER-7102).

Java CI fixes

Fixed spotlessCheck in generated Java SDKs (fern#9767, fern#9770) — CI failures that blocked Square's Java SDK repos.

Ruby stabilization & wire test infrastructure
November 2025 – January 2026
Ruby generator continued

Fixed paginated_response handling for optional types (fern#11008), moved default environment resolution from per-request to root client (fern#11060), seed config fixes (fern#11325). Built HTTP retry with exponential backoff (FER-8424 → fern#11812).

Wire test infrastructure

Built wire tests for TypeScript (fern#11278), Java (fern#11282, fern#11335), TypeScript pagination (fern#11336), Go exhaustive (fern#11788), Rust exhaustive (fern#11779). PHP Docker-in-Docker support (fern#11778). Prerequisite for Square's Autopilot readiness.

Cross-language fixes

C# .NET NuGet publish issues (FER-8026), custom BaseUrl in .NET (FER-8027). PHP Composer installation fix (FER-7594). C# HTML entity decoding in XML doc comments (fern#10412). TypeScript flat type exports (FER-6784). Java memory increased from 3GB to 8GB (fiddle#577) — Square's Java SDKs were hitting OOM during generation.

Autorelease readiness & new language SDKs
February – April 2026
Box demo SDKs (ad-hoc, Dec 2025)

Thomas needed demo SDKs for a Box sales meeting the next day. Built TypeScript, Java, and Python demos overnight from Box's OpenAPI spec — green CI on all three, wire tests enabled, plus a CLI parsing bug fix (fern#11273). Wire test infrastructure PRs from this effort (fern#11278, fern#11282, fern#11284) became platform-wide assets. (FER-8059)

Rust & Swift SDKs

Generated and shipped Rust and Swift SDKs for Square as a growth initiative (FER-7347, FER-7350, FER-7394).

Autopilot prep across all generators

Upgraded generators for PHP (FER-8053), C# (FER-8054), Java (FER-8056), Python (FER-8057). Enabled wire tests for Go (FER-8055), Ruby (FER-8058), TypeScript (FER-7595). Fixed Pydantic v1 incompatibility with Python 3.14 (fern#12167), PHP 8.5 forward-compat (fern#12894).

Java discriminated unions

Added equals()/hashCode()/toString() to discriminated union wrapper classes, fixing Square's CatalogObject comparison issues (FER-8675 → fern#13206).

Wire tests enabled for PHP & Go

Enabled wire tests for PHP (FER-8392) and Go (FER-8649). Fixed TypeScript BinaryResponse.d.ts type error (FER-8720 → fern#13204). Ruby base_url and request_options fixes (FER-8519, FER-8520).

Cohere

End-User Issues → Trust → $50K North SDK Expansion
45 work units 30 GitHub issues resolved 28 PRs to Cohere repos 48 support tickets
$50K North SDK expansion (Feb 2026) · Trust built through responsive support
Building the support cadence
August – November 2025
Python serialization & early fixes

Fixed Python serialization issues producing incorrect output for certain model structures (fern#9321). Bumped AWS SDK dependencies in the TypeScript SDK (FER-7207). Fixed Go package name used as import alias in code snippets (fern#9642).

CLI upgrade & Pylon ticket volume

Upgraded the Fern CLI for Cohere's organization (FER-7557). Handled 6 Pylon tickets in November covering TypeScript SDK generation issues, Go IR parsing errors, library size concerns, optional AWS SDK dependency packaging, and test failure analysis. Establishing responsiveness and reliability.

Deep SDK work — GitHub issues & generator fixes
December 2025 – January 2026
GitHub issue resolution ramp

Resolved 7 GitHub issues across their open-source SDKs: unlocked httpx-sse version pin in Python (FER-7198), fixed Go stream protocol error on error response bodies (FER-7390), added missing output_dimension to Go embed API (FER-8033), Java streaming exception (FER-6829), TypeScript chat stream response headers (FER-6831), Go stream.Recv bytes variant (FER-6840), Python missing image_tokens field (FER-8076).

Generator fixes

Fixed duplicate field names in Python discriminated union types (fern#11006). Fixed nullable enum query params sending null instead of being dropped in TypeScript (fern#11510). Fixed Go undiscriminated union type matching (fern#11745).

OAuth for North demo SDK

Enabled OAuth in the Cohere demo SDK for the North expansion (FER-8469). Began solidifying OAuth flow design for North's auth model (FER-8479).

North SDK expansion — trust converts to $50K revenue
February 2026
North SDK demo repo & initial generation (Jan 2026)

Set up the fern-demo repo for Cohere's North SDK, generated initial TypeScript and Python SDKs, and started discovering issues. This ad-hoc scoping work — done in fern-demo where all PRs are authored by fern-support — surfaced a non-trivial string of issues that I then resolved, directly enabling the expansion.

$50K North SDK expansion

Months of responsive support built trust that directly contributed to onboarding Cohere's North SDK as a new product line. Required multiple override files for OpenAPI specs (fern#11486, fern#13014) for Cohere's complex multi-spec setup.

12 Python SDK issues resolved in one month

Streaming returning extra data (FER-6834), generate_stream unavailable on ClientV2 (FER-6833), Pydantic v1/v2 warnings (FER-6836, FER-7454), offline tokenization (FER-6839), classify() errors (FER-6837), embed v4 non-deterministic embeddings (FER-8505), BedrockClientV2 SigV4 signing failures (FER-8524), chat_stream() spurious JSON parse warnings (FER-8650). Plus 8 Pylon tickets.

Python mypy_exclude config

Added generator config option to exclude specific files from mypy type checking — motivated by Cohere's strict mypy CI requirements (fern#11505).

Highest-volume months — CVE protection & cross-language fixes
March – April 2026
11 Pylon tickets, 9 Linear issues in March alone

Resolved 7 more GitHub issues: TypeScript package size (FER-6830), Python Bedrock reranker (FER-6832), embed batch size (FER-6838), Go preamble docs (FER-6841), Python embedding_type optionality (FER-8475), HTTP connection pooling (FER-8699), streaming embed API (FER-8700), tokenizers CVE (FER-9174). Fixed North SDK auth client throwing at runtime (FER-9180 → 4 PRs).

CVE dependency override audit

Cohere raised concerns about responding to CVEs in bundled dependencies. I audited extraDependencies across all 6 generators, fixing issues in each:

TypeScript, Go, Java fixes

client.chat() silently failing with V2-only models (FER-9458). Go nil panic on optional binary fields (FER-9554 → fern#14723). Java multipart string fields JSON-encoded (FER-9228 → fern#14253). TypeScript SSE deserialization (FER-9192 → fern#14072). aiohttp auto-detection for async Python (fern#14469).

Anduril

Deepest Engagement — Custom Infrastructure & Lattice SDK Correctness
54 work units 17 docs/infra items 17 generator fixes 113 support tickets
Self-hosted docs infrastructure · Custom local generation pipeline · Lattice SDK correctness across 4 languages
Docs infrastructure & Go SDK foundations
June – September 2025
Go SSE event stream fix

Fixed multiline data field parsing in Go SSE streams — two rounds of fixes (FER-5966 → fern#8604, fern#8630).

Self-hosted docs & auto-versioning

Built auto-versioning script for SDK releases (FER-6010). Shipped PR mode for review-gated SDK releases (FER-6679 → fern#9568, fern#9593). Set up auto-upgrades cron for self-hosted bundle (FER-6316fern-platform#3583). Automated README regeneration (FER-6007).

Protobuf & Go generator fixes

Resolved protobuf reference docs errors (FER-6008). Fixed protobuf nested type IDs (fern#8955). Added Go reserved keyword vendor (fern#8670). Fixed Go receiver/parameter name collision (fern#9608). Shipped editable base headers for Java SDK (FER-6018). whiteLabel README config for self-hosted SDKs (fern#8982).

14 Pylon tickets in August, 13 in September

Highest-volume Pylon months. Container startup, local generation failures, docs versioning, migration prompts, runtime dependencies in partitioned networks, TypeScript version compatibility, fern diff failures.

Self-hosted docs reliability & local generation parity
October – December 2025
Self-hosted docs — 6 reliability improvements

Fixed su permissions blocking container startup (FER-7038 → fern-platform#3953). Reduced deployment downtime (FER-7136). Set up shared AWS environment for joint debugging (FER-7176). Improved container logs (FER-7177). Got deployment time under 5 minutes (FER-7178). Resolved concurrent version errors (FER-7179). Built performance test script (fern-platform#4110).

Local generation parity

Fixed local vs remote parity across TypeScript (fern#9869), Python (fern#10486), Java (fern#10501), Go (fern#10506). Fixed README generation parity (fern#10651). Migrated generator-CLI into main repo (FER-7575). Shipped AI-based semantic versioning (FER-7577) and changelog support (FER-7576).

SDK metadata & traceability

Added GenerationMetadata to IR (FER-7372 → fern#10220). Added .fern/metadata.json to every generated SDK output (fern#10251, fern#10310). Verified OAuth token override across all generators (FER-8060). Fixed OAuth edge cases for expires_in and grant_type (fern#11246).

Multi-auth, remote parity & operational support
January – February 2026
12 Pylon tickets, 4 Linear issues in January

Highest-volume month. Heap exhaustion/503 outage from WAF deployment (#16654), container permissions for non-root users (#15911), test environment outage (#15718), SSE streaming (#16436), self-hosted deployment (#16326), source commit hash metadata (#16281).

Multi-auth & generation parity

Enabled multiple authentication options across all SDKs (FER-7743). Fixed remote vs local generation parity (FER-7605 → fern#11413). Fixed Go SSE stream termination (fern#11705) and OAuth form URL encoding (fern#11471).

PR update & bytes export

Added --update flow to fern generate --local for PR-based SDK releases (fern#11502). Extended CLI export to handle bytes payloads (FER-8471 → fern#12298). Origin commit hash in .fern/metadata.json for compliance traceability (fern#12681, fern#13012).

Lattice SDK correctness & custom container registries
March – April 2026
Unknown-type handling across 4 languages

Anduril's lattice API uses additionalProperties: true without explicit types. Shipped fixes for Python (fern#13439), TypeScript (fern#13440), Java (fern#13445), Go (fern#13602). (FER-8936–8939, FER-8912)

Go SDK — datetime & streaming

Multi-format datetime deserialization (fern#13131, fern#13159). Bumped streaming buffer to 1MB with WithMaxStreamBufSize option (FER-8839 → fern#13284).

Lattice SDK fixes

Empty JS README after generation (FER-8858 → fern#13282). Java incorrect exception references (FER-9149 → fern#14045), missing Gradle versions (FER-9148 → fern#14043), incorrect license (FER-9147 → fern#14050). Incorrect JS package.json repository URL (FER-9146).

Custom container registry & seed --local parity

Shipped configurable container registries for fern generate --local (FER-9061 → fern#14075). Made seed run --local work for all generators (fern#14597#14600, fern#14709).

Intercom

SDK Stability Through Version Upgrades
23 work units 15 end-user bugs resolved 35 PRs to Intercom repos 25 support tickets
Multi-SDK stability maintained through major version upgrade
SDK generation & version upgrade
July – September 2025
PHP & Python SDK generation

Generated the Intercom PHP SDK from scratch (FER-5863) and the Intercom Python SDK (FER-5375). Published the PHP SDK in August.

SDK update to v2.14

Shipped the Intercom SDK update to version 2.14 (FER-6273). Triaged initial backlog of open GitHub issues across Intercom's SDK repos (FER-6145). Fixed Java request body handling for named type schemas (FER-6479).

8 Pylon tickets in September

Handled repo permission issues, license clarification, migration guide timelines, OpenAPI spec review. Completed Q4 planning (FER-6676) and renewal order form (FER-6276).

GitHub issue resolution — TypeScript, Python, PHP
October – November 2025
8 GitHub issues resolved in October

TypeScript: company pagination (FER-6131), TicketTypeList response mismatch (FER-6133), token sourcing docs (FER-6136). Python: license info in package (FER-6127). PHP: outdated documentation (FER-6470), incorrect README after 5.0.0 release (FER-6471), legacy SDKs with migration guide (FER-6782).

4 long-standing TypeScript issues in November

companies.update not updating (FER-6135, FER-6137 → 9 PRs). Missing Accept header in Cloudflare Worker environments (FER-6138). Missing ticket_state_id on ticket update (FER-6410). Wrong TicketType type definition (FER-6412).

Ongoing stability & Java SDK fixes
December 2025 – February 2026
Build resource constraints

Allocated increased memory (6GB) for the Intercom organization to resolve build resource constraints (fiddle#535).

Node SDK update & TypeScript fix

Released Node SDK update for API v2.14 (#16174). Resolved TypeScript issue for missing GET /contacts/find_by_external_id/:id endpoint (FER-6132).

Java SDK — 2 long-standing issues

Fixed InvalidFormatException when searching for contacts (FER-6129) and NullPointerException on conversation retrieval when author is a lead (FER-6130). Coordinated Java SDK regeneration and update (#16788).

Recent work — pagination & API naming
March – April 2026
Python SDK pagination bug

Fixed a Python SDK pagination bug where second-page results returned empty (#18124).

API naming — Unstable to Preview

Working on renaming Unstable API to Preview in their spec/SDK generation. In progress as of April 2026.