Complete Technical Paper Content — Ai Tax Preparation
1. Executive Abstract, Problem Formulation & Background
Bonfire Ventures is a private venture capital firm based in Los Angeles, California. It invests primarily in seed-stage business-to-business (B2B) software companies. The firm was founded in 2017 by Jim Andelman and Mark Mullen. As of 2025, Bonfire Ventures has more than $1 billion in assets under management across four core funds and related companion and select funds. Its fourth core fund, Bonfire IV, closed at $245 million in 2025. The firm’s recent investments have included companies developing artificial-intelligence applications for enterprise and professional workflows.
The One Big Beautiful Bill Act (OBBBA), or the Big Beautiful Bill (P.L. 119-21), is a U.S. federal statute passed by the 119th United States Congress containing tax and spending policies that form the core of President Donald Trump's second-term agenda. The bill was signed into law by Trump on July 4, 2025. Although the Act is popularly referred to as the One Big Beautiful Bill Act, this official short title was removed from the bill during the Senate amendment process. Therefore, the law has no official short title. The OBBBA contains hundreds of provisions. It permanently extends the individual tax rates Trump signed into law in 2017, which were set to expire at the end of 2025. It raises the cap on the state and local tax deduction to $40,000 for taxpayers making less than $500,000, with the cap reverting to $10,000 after five years. The OBBBA includes several tax deductions for tips, overtime pay, auto loans, and creates Trump accounts, allowing parents to create tax-deferred accounts for the benefit of their children, all set to expire in 2028. It includes a permanent $200 increase in the child tax credit, a 1% tax on remittances, and a tax hike on investment income from college endowments. It phases out some clean energy tax credits that were included in the Biden-era Inflation Reduction Act, and promotes fossil fuels over renewable energy. It increases a tax credit for advanced semiconductor manufacturing and repeals a tax on firearm silencers. It raises the debt ceiling by $5 trillion while making a significant 12% cut to Medicaid spending. The OBBBA expands work requirements for SNAP benefits (formerly called "food stamps") recipients and makes states responsible for some costs relating to the food assistance program. The OBBBA includes $150 billion in new defense spending and another $150 billion for border enforcement and deportations. The law increases the funding for Immigration and Customs Enforcement (ICE) from $10 billion to more than $100 billion by 2029, making it the single most funded federal law enforcement agency. The Congressional Budget Office (CBO) estimates the law will increase the budget deficit by $2.8 trillion by 2034 and cause 10.9 million Americans to lose health insurance coverage. Further CBO analysis estimated the highest 10% of earners would see incomes rise by 2.7% by 2034 mainly due to tax cuts, while the lowest 10% would see incomes fall by 3.1% mainly due to cuts to programs such as Medicaid and food aid. Several think tanks, experts, and opponents criticized the bill over its regressive tax structure, described many of its policies as gimmicks, and argued the bill would create the largest upward transfer of wealth from the poor to the rich in American history, exacerbating inequality among the American population. It has also drawn controversy for rolling back clean energy incentives and increasing funding for immigration enforcement and deportations. According to multiple polls, a majority of Americans oppose the law. Democratic opposition to the health spending cuts included in the OBBBA contributed to the 2025 United States federal government shutdown.
Following the 2024 United States elections, in which the Republican Party retained the House of Representatives and won the Senate, Republicans began negotiations on passing then-president-elect Donald Trump's domestic policies. In a meeting with Senate Republicans in December 2024, Senate majority leader John Thune outlined an approach involving initial legislation on border security, energy production, and the military while reserving tax policy. Trump, in contrast, advocated for a singular bill to resolve an impending lapse in tax cuts implemented in the Tax Cuts and Jobs Act in 2017. However, this strategy faced risks from defecting members. In January 2025, Republicans met in Fort Lesley J. McNair. At the meeting, Speaker of the House Mike Johnson stated that Trump sought "one big, beautiful bill" to enact his policies. To more easily pass the bill, Republicans chose to use the budget reconciliation process, which allowed them to avoid the 60-vote Senate filibuster, which carried importance as they hold 53 seats out of 100 in the Senate. This requires the House and the Senate to pass identical instructions before passing the actual reconciliation bill. Before being signed into law, the Senate approved the bill 51–50 on July 1, 2025, with Vice President JD Vance casting a tiebreaking vote in support. It passed the House of Representatives, 218–214, on July 3, 2025. It passed over universal Democratic opposition in both houses.
Cuts the Medicaid provider tax, which helps states fund their Medicaid costs, from 6% to 3.5% by 2031; Adds work requirements for Medicaid recipients for the first time, with individuals ages 19 to 64 required to work at least 80 hours per month, and this requirement can also be met through volunteer work or school. Some exemptions exist for adults with dependent children ages 14 and under and those with medical conditions. Requires states to charge enrollees in Medicaid expansion states with family incomes between 100 and 138 percent of the federal poverty level up to $35 for each health care service, if they qualify for Medicaid based on income alone. Requires states to check eligibility of people on Medicaid expansion every six months instead of annually; Prevents expansion states from using state contributions to pay Medicaid providers higher prices than Medicare would pay; Requires minimum staffing ratios for nursing homes; Requires a five-year waiting period for green card holders before applying to Medicaid, and reduces retroactive Medicaid payments from three months to one month; Limits premium tax credits for immigrants; Reduces Medicaid payments to states with errors and other improper payments; and Prohibits Medicaid from being used for funding Planned Parenthood and similar organizations for one year. In July 2025, Planned Parenthood sued the Trump administration over the provision and a federal judge issued a temporary injunction on the provision. In September 2025, the First U.S. Circuit Court of Appeals overrode the injunction, allowing defunding.
Requires Supplemental Nutrition Assistance Program (federal food assistance) beneficiaries ages 18 to 64 to work at least 80 hours per month, compared to ages 18 to 54 under current law; Requires states with an error rate above 6% to contribute to up to 15% of SNAP benefit costs. Alaska and Hawaii received special exemptions for these effective cuts after lobbying from senators Lisa Murkowski and Dan Sullivan; Repeals the National Education and Obesity Prevention Grant Program; Reduces federal nutrition funding by $186 billion between 2025 and 2034. Increases the share of state costs to administer the SNAP program from 50% to 75%; and Restricts future updates to the Thrifty Food Plan used to calculate SNAP benefit levels.
freeway removal incentives, heavy-duty alternative fuel vehicle grants, grants for training contractors to perform home electrifications, grants for environmental justice promotion, grants for improvements to state and local environmental impact assessment capacity, and the EPA's green bank, the Greenhouse Gas Reduction Fund.
2. Related Work, Literature Survey & Algorithmic Foundations
$29 billion for shipbuilding; $25 billion for a proposed "Golden Dome" missile defense system; $25 billion for munitions; $25 billion for various infrastructure and housing improvements. $25 billion for the U.S. Coast Guard; $16 billion for military innovation and artificial intelligence, including money for kamikaze drones, uncrewed aircraft systems, drone boats, and underwater drones; $15 billion for nuclear deterrence; and $12 billion for improving military operations in the Indo-Pacific.
$46.5 billion to build a wall on the United States–Mexico border; $45 billion over four years in order to add 100,000 new migrant detention beds. This is a 365% increase in Immigration and Customs Enforcement's budget for detentions; $29.9 billion to Immigration and Customs Enforcement for hiring new agents and covering transportation and deportation costs, with the aim of hiring 10,000 new officers; $17.3 billion to support state and local law enforcement with border enforcement; $10 billion to reimburse the Department of Homeland Security for costs related to border security; $7.8 billion for hiring Border Patrol agents and vehicles, with the aim of hiring 3,000 new agents; $6.2 billion for border technology; and $3.3 billion for hiring immigration judges and staff.
Pauses a rule issued under the Biden administration to cancel student loans if schools engaged in deceptive recruiting; Caps unsubsidized student loans for graduate students at $20,500 per year and $100,000 lifetime; Caps student loans for students seeking professional degrees, such as medical school or law school, at $50,000 per year and $200,000 lifetime, and eliminates graduate PLUS loans; Establishes a lifetime student loan borrowing limit of $257,000; Restructures income-based repayment programs; and Expands Pell Grants to cover workforce-training programs.
Provides a $12 billion boost in air traffic control funding; Provides a new $10 billion for NASA. This includes $700 million for a Mars Telecommunications Orbiter (later renamed the Mars Telecommunications Network); $2.6 billion for the Lunar Gateway space station; $4.1 billion for the development of the Space Launch System rockets for the Artemis IV and Artemis V missions; $20 million for the Artemis IV Orion spacecraft; $1.25 billion for International Space Station operations throughout 2030; $325 million for the US Deorbit Vehicle; $1 billion for improvements at five NASA centers ($120 million for Stennis, $250 million for Kennedy, $300 million for Johnson, $100 million for Marshall, and $30 million for Michoud); $85 million to transfer a space vehicle to a field center that is involved in the administration of the Commercial Crew Program (aimed at moving Space Shuttle Discovery to the Johnson Space Center); Halves funding for the Consumer Financial Protection Bureau. Provides $40 million for the National Garden of American Heroes; Requires the FCC and NTIA to identify and auction 600 MHz of the electromagnetic spectrum between 1.3 and 10 GHz by 2034, potentially raising up to $85 billion; Eliminates the tax on making or transferring silencers, short-barreled rifles, short-barreled shotguns and "any other weapons" under the National Firearms Act setting it to $0 starting January 1, 2026. The $200 tax stays for machine guns and destructive devices; Expands the Radiation Exposure Compensation Act to people affected by nuclear development and testing; and Repeals the international package de minimis entry privilege, which allowed shipments under $800 to enter the U.S. tariff-free. Eliminates penalties for noncompliance with Corporate Average Fuel Economy standards.
Following the House passage of OBBBA, the bill moved to the Senate for consideration. The Republican-led Senate amended the bill. Fiscally conservative Republican Senators (nicknamed "deficit hawks") such as Ron Johnson of Wisconsin, Rick Scott of Florida, Mike Lee of Utah, and Rand Paul of Kentucky, pushed for deeper spending cuts. Moderate Republicans such as Susan Collins of Maine, Lisa Murkowski of Alaska, and Jerry Moran of Kansas, along with populist Josh Hawley of Missouri, expressed concerns about Medicaid cuts. Other moderates such as John Curtis of Utah and Thom Tillis of North Carolina, along with Murkowski and Moran, expressed concerns over the end of green energy tax credits. Defense hawks such as Mike Rounds of South Dakota were opposed to spectrum auction provisions in the bill. Democrats in the Senate sought to use the Byrd Rule, which prevents reconciliation from being used to pass "extraneous" measures in bills which increase federal spending in the Senate, in order to strip certain provisions from the bill. Democrats argued that the extension of Trump's 2017 tax cuts, a proposed 10-year ban on state level AI regulations, language that limits the power of federal court to enforce contempt of court citations, a provision to end a tax on the manufacturing of gun silencers, a provision to defund Planned Parenthood, a provision banning Medicaid from funding gender-affirming care for people of all ages and a provision to streamline permits for fossil fuel projects, violated the Byrd Rule. Senate majority leader John Thune set a goal of passing the Senate's version of OBBBA by July 4, 2025. On June 20, 2025, the Senate parliamentarian, Elizabeth MacDonough, ruled that several provisions from the Senate committees on Banking, Environment and Public Works, and Armed Services violated the Byrd Rule and could not be included in a 50-vote reconciliation bill. The bill will no longer be able to include a funding cap on the Consumer Financial Protection Bureau, $1.4 billion in pay cuts to Federal Reserve staff, a $293 million cut in funding for the Office of Financial Research, the elimination of the Public Company Accounting Oversight Board, a repeal of portions of the Inflation Reduction Act, a repeal of the Environmental Protection Agency's "multipollutant emissions standards" for certain vehicles built after the 2026 model year, and a provision to cut funding for the Department of Defense if spending requests are not made on time. By June 24, the parliamentarian also ruled against a provision that would make it harder for a plaintiff to sue in order to impose injunctions or restraining orders against the federal government, a provision allowing states to conduct enforcement at the United States border, a provision forcing the United States Postal Service to sell electric vehicles, the REINS Act, a provision to allow developers to bypass environmental review by paying a fee, and a provision forcing states to pay at least 5% of SNAP costs. By June 27, the Parliamentarian had ruled against a provision to remove taxes on gun silencers and against a provision to expand Pell grants for short term training programs for workforces.
On June 28, the Senate voted on a procedural motion to begin debate on the bill. Initially, fiscal conservatives Ron Johnson and Rand Paul, along with moderate Thom Tillis, voted against the motion, while fiscal conservatives Rick Scott, Mike Lee, and Cynthia Lummis, as well as moderate Lisa Murkowski, withheld their votes. After hours of negotiations, which resulted in Alaska specific provisions for Murkowski and Republican leadership support for an amendment vote that would result in increased Medicaid cuts targeted at the fiscal conservatives, Johnson, Scott, Lee, Lummis and Murkowski voted for the motion. The passage of the motion to proceed began the "vote-a-rama" process, in which senators can propose an unlimited number of amendments to the bill. Before it could begin, Democrats required the clerks of the Senate to read the entire 940 page bill in order to highlight Medicaid cuts. The vote-a-rama began two days later, on June 30, in the early morning. One of the few successful amendment votes, passing 99–1, removed the proposed AI law moratorium. The vote-a-rama set a record for the most amendment votes in Senate history. After an over 24-hour vote-a-rama, the bill passed the Senate on July 1, 2025, in a mostly party-line 51–50 vote. All Senate Democrats voted against the bill, and Republicans Rand Paul, Thom Tillis, and Susan Collins of Maine broke from their party to vote against the bill as well. Faced with a tie vote, Republican vice president JD Vance cast a tie-breaking vote in favor of the bill.
3. Dataset Ingestion, Preprocessing & Stochastic Augmentations
Before OBBBA was passed, it contained a provision which would prevent federal courts from using appropriated funds to enforce findings of contempt of court for non-compliance with any court injunctions or court-issued temporary restraining orders, if no bond is posted by plaintiffs; The House-passed version of the OBBBA included a 10-year moratorium on state-level enforcement of any law or regulation regulating artificial intelligence (AI). This was removed in a 99–1 vote after it became clear that it would not pass; An excise tax on solar and wind energy projects was added in the Senate, and then removed; A raised tax on foreign investments after opposition from Treasury Secretary Scott Bessent; A proposal from Senator Mike Lee to sell millions of acres of federal land in the Western United States; and A proposal to stop payments to Affordable Care Act plans that pay for abortions outside of cases involving rape, incest, or danger to the life of a mother. Additionally, many provisions in the House bill were removed to comply with the Byrd rule in the Senate. These included:
The official short title of the bill; A ban on pharmacy benefit managers using spread pricing; A ban on the use of federal funds in Medicaid, the Children's Health Insurance Program (CHIP) and the Affordable Care Act from being used to pay for gender-affirming care for adults and children (the Crenshaw Amendment) starting in 2027; Changes to the Medicaid funding formula to increase benefits for Alaska and Hawaii; An expansion of Pell Grants to cover workforce-training programs (the parliamentarian approved a modified version); Requiring states that use their own funds to offer health insurance for illegal immigrants to pay a higher Medicaid funding; Limitations on the pandemic-era employee retention tax credit; $2 billion allocated for Pentagon military intelligence programs and $500 million allocated for missile development; A policy that would have ended SNAP assistance for some households that are also eligible for other assistance; and A provision to allow mining around the Boundary Waters wilderness.
According to a Pew Research poll, 49% of Americans opposed the bill, 29% were in favor of the bill, and 21% were unsure. According to an IPSOS-Washington Post poll, 42% of Americans opposed the bill, 23% were in favor of the bill, and 23% were unsure. According to a Fox News poll, 59% of Americans opposed the bill, 29% were in favor. According to KFF, 64% of Americans opposed the bill, 35% were in favor. NPR noted that the bill's passage fulfilled several of Trump's campaign promises, but also violated his promise not to touch Medicaid benefits. CNN described its passage as made possible despite intraparty opposition as an example of "Trump's iron grip on his own party" and an "omnipresent" effort to get Republicans on board despite its unpopularity with the American public. In June 2026, nearly one year after the bill's passage, a Navigator Research poll found that 34% of Americans approved of the law, 53% disapproved, and 13% were unsure.
According to the White House's website, whitehouse.gov, more than 200 organizations have stated their support for the OBBBA, including AT&T, Comcast, American Airlines, Delta Air Lines, the National Retail Federation, and the National Taxpayers Union. Trump has claimed that the bill is the "single most popular bill ever signed", a claim that CNN disputed, saying "That is an up-is-down reversal of reality. ... While polls can be off, this bill wouldn't be popular – let alone the most popular US bill ever signed – even with a massive and widespread polling error."
Although we have not produced a full estimate of the bill, it appears to add roughly $4 trillion to the debt through 2034, including interest – which is roughly $1 trillion higher than the House-passed version of the bill. That cost could rise above $5 trillion if temporary provisions were made permanent.
It would tax retirement benefits, creating a 5% pay cut for somebody under the system, while also undermining the merit-based civil service by having an additional 5% cut if you decide to retain those merit-based civil service protections. Those protections don't exist for the purpose of the employee – they exist to protect against politically based firings of federal employees. American Federation of Government Employees (AFGE) national president Everett Kelley stated that:
4. Neural Network Backbone, Layer Specifications & Loss Formulations
This so-called reconciliation bill is in fact a big retaliation bill—retaliation against AFGE and other unions for successfully standing up for our members and fighting this administration's illegal attempts to obliterate our federal agencies and the patriotic civil servants who run our federal programs. These provisions represent a direct assault on federal employees and their labor unions and will make it that much harder for federal agencies to recruit and retain the qualified employees they desperately need to serve the American public. The 2001 recipient of the Nobel Memorial Prize in Economic Sciences, Joseph Stiglitz, was asked about the OBBBA in an interview with Swiss Radio and Television (SRF) as to how he would describe the legislation, to which he had replied:
Outrageous. It exacerbates inequality and social division—one of the main problems of the USA. It deprives vulnerable groups of access to health care. Life expectancy is already declining, and the health differences between rich and poor are enormous. This law exacerbates this. The nonpartisan Tax Foundation had mixed opinions of the bill, saying it made "some smart cuts", in particular praising the extension of the Tax Cuts and Jobs Act of 2017 which it argued would provide stability for households. It also expressed support for its impacts on counting international business income. It criticized the political nature of the bill, calling it filled with carve-outs and political gimmicks that increased the complexity of the tax code. It also criticized the bill's non-equal application of taxation on citizens. The Economist described the bill's policies and passage as an example of "America's creeping dysfunction", criticizing its impact on increasing the deficit and describing its tax cuts as "gimmicks". It also criticized Trump's handling of the economy more broadly, saying the bill "illustrates the long-term damage Mr Trump is doing to the foundations of America's economy" and describing its passage as exacerbating the effects of Trump's attacks on the Federal Reserve, defunding of scientific research, high tariff policy, and erosion to the rule of law. It described these cumulative effects as threatening America's economic stability and making it a riskier place to invest. The New York Times criticized Trump and his Republican allies' promotion of the bill, finding they made multiple false and misleading statements about the bill's impacts with inaccurate claims. It also described it as filled with "a series of novel, populist and temporary cuts that Mr. Trump cooked up during the 2024 campaign to try to win the support of key constituencies" and that it was ultimately an "apotheosis of a traditionally conservative, supply-side philosophy". It described it as "generating little additional economic growth and still returning the largest savings to the rich". It interviewed several conservative tax experts and former Republican aides who described it as "incoherent" and clinging to a traditional Republican economic agenda, only partially offering more temporary benefits to the working class paid for by cutting Medicaid and federal food assistance and refusing to raise taxes on the rich.
After passing the OBBBA, Congress needed to approve a new spending bill to fund the federal government beyond October 1, 2025, when the previous budget expired. The 53 Republican senators had to either eliminate the filibuster or convince at least seven Democrats to join them in order to reach the 60-vote supermajority required to advance their proposal. Most Democrats opposed the Republican plan and requested a compromise that would extend the healthcare subsidies cut by the OBBBA. The resulting stalemate triggered the 2025 United States federal government shutdown, which became the longest government shutdown in U.S. history.
One Big Beautiful Bill Act as amended (PDF/details) in the GPO Statute Compilations collection One Big Beautiful Bill Act as enacted (PDF/details) in the US Statutes at Large H.R. 1 on Congress.gov
AI Tax System AI tax return processing for CPA firms. OCR, Claude extraction, confidence-gated review, ProConnect and DrakeTax export. Design Doc · Architecture · Quickstart · Book a call Note This is a reference architecture shared as a starting point, not a production service. Fork it, adapt the stack to your firm, ship faster. What this is A full-stack AI tax system that extracts structured fields from uploaded 1099s, 1040s, K-1s, and Schedule C returns and hands them off to Intuit ProConnect or DrakeTax with per-field confidence scores. Most AI tax workflows ship as impressive demos and fall apart on the first scanned 1099 or handwritten return. This one is built around the pattern that actually survives real documents: OCR before LLM, per-field confidence scoring, a human review queue for anything below threshold, and PII redaction before any prompt touches Claude. Why this exists OCR before LLM - pre-parse document structure rather than dumping pixels into an LLM Confidence scoring per field - every extracted value carries a score; nothing auto-exports below threshold Human review queue - low-confidence fields route to a CPA before anything reaches ProConnect PII redaction before prompts - SSNs and ITINs tokenised before hitting the LLM Append-only audit trail - every mutation logged immutably for compliance Documentation Design Doc (PDF) — Branded system design with diagrams, tool choices, phases, and risks. Architecture — Layered view with component responsibilities and design decisions. Flow Diagram — Sequence diagram of the happy path. Stack Layer Technology Web UI Next.js 15 (App Router) API Gateway FastAPI + Pydantic Workers Celery + Redis Database Postgres Object Storage AWS S3 (encrypted, KMS) OCR AWS Textract LLM Anthropic Claude 3.5 Sonnet (zero-retention) Target Systems Intuit ProConnect / DrakeTax Quick Start make dev Runs install + docker + migrations + dev server in one command. See make help for the full list. Tip Prefer not to run this yourself? Book a 30-minute scoping call and I'll map this to your firm's stack and workflow. Who this is for CPA firm owners evaluating AI tax workflow vendors - use this to understand what a production-ready pipeline looks like before committing. Developers hired to build one - fork this repo as a starting point. Everything a production tax workflow needs is here in skeleton form. Technical reviewers - skim the architecture and flow diagrams to understand the pattern in 5 minutes. Vitalijus Alsauskas Software and AI Engineer Software dev from Lithuania, worked at IBM, living in Vietnam. Building enterprise-level tools for startups and companies. LinkedIn · GitHub · hyperionai.dev Request a project Send me your project brief. I reply within 24 hours. cal.com/vitalijus-alsauskas/project-request → Or reach out via LinkedIn . License MIT. Fork, adapt, ship.
This is a reference architecture shared as a starting point, not a production service. Fork it, adapt the stack to your firm, ship faster.
5. Training Protocol, Convergence Behavior & Experimental Evaluation
A full-stack AI tax system that extracts structured fields from uploaded 1099s, 1040s, K-1s, and Schedule C returns and hands them off to Intuit ProConnect or DrakeTax with per-field confidence scores.
Most AI tax workflows ship as impressive demos and fall apart on the first scanned 1099 or handwritten return. This one is built around the pattern that actually survives real documents: OCR before LLM, per-field confidence scoring, a human review queue for anything below threshold, and PII redaction before any prompt touches Claude.
Design Doc (PDF) — Branded system design with diagrams, tool choices, phases, and risks.
Runs install + docker + migrations + dev server in one command. See make help for the full list.
Prefer not to run this yourself? Book a 30-minute scoping call and I'll map this to your firm's stack and workflow.
CPA firm owners evaluating AI tax workflow vendors - use this to understand what a production-ready pipeline looks like before committing.
Model Figures & Evaluation Curves (4 Images)
Deep Learning Execution Pipeline
(Preprocessing)
(Feature Extraction)
(Self-Attention)
(Loss Optimization)